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2019· paratext· en· W4250112659 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typeparatext
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsAgency (philosophy)AllegoryBiographyIdeologyNarrativeSociologyPolitical sciencePoliticsHistoryMedia studiesLawLiteratureArt historyArtSocial science

Abstract

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Citation (2019), "Index", Fleetwood, J., Presser, L., Sandberg, S. and Ugelvik, T. (Ed.) The Emerald Handbook of Narrative Criminology, Emerald Publishing Limited, Bingley, pp. 493-501. https://doi.org/10.1108/978-1-78769-005-920191001 Publisher: Emerald Publishing Limited Copyright © 2019 Jennifer Fleetwood, Lois Presser, Sveinung Sandberg and Thomas Ugelvik INDEX Absences, 10, 11–12, 17, 411, 414–416 Active interviewing, 93–96 Actor-network theory, 228 Agency, 239–257 organic agency, 14 personal agency, 70, 345, 361 human agency, 167, 343 political agency, 469 Agonistic interviews, 93 Allegories of environmental harm, 155, 165–167 Allegory, 165–166 Al-Shabaab, 27, 133, 143, 460 Analytical dialogue, 381–384 Andrews, M., 65 Animating interest, 371 Anti-jihadism, 39 Armed conflict and war, 4 Art, 9, 36, 66–68, 121, 180, 197–200, 203, 207, 217 Articulating resistance, 472, 483–486 As-salamu alaykum , 458 As-told-to autobiography, 135 Attentiveness, 96, 102–103 Attorney stories, 156–160 Australia, 250 Autobiographical resources, 67 Autobiographical writing, 13, 64, 429 archived criminality reform, 434–439 Chinese Literary Tradition, 432–433 ideological reform, 433–434 incarcerated Chinese, 429–432 Autobiography analysis in practice, 140–145 defining, 134–136 paratexts, 136–140 terrorism, 133–134 Autoethnography, 7, 63, 68–71, 79, 420 Bad apple hypothesis, 323 Bakhtin, M., 78, 136, 368, 370, 383 Becker, H., 2 Belgium, 8, 90, 101 Belgian bureaucratic system, 101 Biography, 9, 73, 135 The Birth of Purgatory , 218 Bourdieu, Pierre, 3, 369 Canadian treatment programme for men, 280 Capriccio, 212–214 Carceral, 5, 7, 109, 113, 122, 161, 197–216 Character, 29, 36, 52, 54, 79, 100, 178, 181, 184, 283, 296, 329, 371, 419, 462 Chico’s visual narratives Chico the friend, 189–190 economic and social marginalisation, 181 friend, 189–190 menacing rebel, 184–188 methamphetamine, 180 Children’s stories, 162–164 China, 13, 117, 202, 427–440 Chinese Communist Party (CCP), 431, 433 Class class status, 114, 143, 265 middle-class values, 4, 49, 79, 413, 415 social class, 410, 415 working-class, 75 Coding, 12, 48, 134, 378 Collective representations, 7, 63, 142, 163, 397, 484 Co-conspirators, 55 Collecting stories, 6 Colonialism. See also ‘Race’, 16, 198, 225, 470 Compulsory Education Law of the People’s Republic of China, 1986, 433 Confucian ideology, 432 Constitutive perspective, 2, 46–48, 67, 92, 104, 134, 219, 283, 410 Conversation, 34, 35, 37, 51, 93, 95, 102, 114, 193, 282, 317, 391, 449 Convict criminology, 63–80 Corporate offenders, 156–160 Counterinsurgency, 335 Counternarratives, 7, 13, 65, 66, 103 narrative analysis, 446–448 narrative resistance, 450–461 power, 446–448 resistance, 446–448 study and participants, 448–449 team research, 449–450 Court case files, 87, 89, 90 Co-victim narratives, 265, 269, 270 Crime crime narratives, 389 crime-involved populations, 110 criminality, 131 criminological facts, 72 drug crime, 4 environmental crime, 153–172 general theory, 412–414 narrative scripts, 2 personality disorders, 5 proximal antecedents to, 345 serious crimes, 180 types, 13 victims’ narratives, 265–272 Crime Victims’ Rights Week programs, 270 Criminal justice crafting language, 50 ethnography, 45–47 honesty, 52–54 impartiality, 57–59 making evidence intelligible, 50–52 performance, 54–57 prosecutorial narratives, 47–50 real-time narrative creation, 45–47 The Trial , 217 Criminal Justice Institutions courts, 16, 90, 92, 99, 243, 294, 314 police, 5, 11, 31, 35, 39, 90, 92, 191, 131, 184, 189, 296, 321–341 prisons, 9, 16, 65, 72, 76, 115, 197, 204, 211, 212, 297, 431 youth justice, 5, 8, 87–108 Criminal justice professionals, attorney stories, 156–160 Criminal law, 309–314 Critical criminology, 4, 66 Culture, 3, 5, 9, 15, 28, 37, 89, 119, 136, 155, 176, 197, 217–233, 226, 271, 321–341, 346, 414, 416, 438, 463, 468 Cultural criminology, 4, 153–172 Daya’s story, 113–115, 119, 120, 125 Decolonial analysis, 467–491 Deconstruction, 200, 202, 214 Decontextualized images, 179 Defence mechanism, 12, 390, 395, 400, 404 Derogatory counternarratives, 457 Dialogical narrative analysis (DNA), 367–385 analytical dialogue, 381–384 animating interest, 371 apocalyptic stories, 377–381 definition, 370 forms of, 372–374 implications, 384–385 Dictated autobiography, 135 Discipline and Punish, 70 Discourse, 2, 8, 87, 111, 156, 253, 335, 416, 428, 447, 485, 486 Discourse analysis, 8, 156, 199, 253, 410 Documentary analysis, 179, 330 Documents case file documents, 101 forged signature, 57 forgery of bank documents, 53 legal, 296 official documents, 8, 27 photocopied documents, 431 textual analysis, 8 Dominance, 484–486 Double consciousness, 68 Doxastic interviews, 94 Drugs policy war, 383–384 Elastic narratives, 391 Elites, 59, 198, 420 Elite and expert interviews, 47, 59, 93, 96 Emotions, 32, 432, 447, 454, 455, 457 Empathy, 28, 100–102, 178, 267, 272, 285, 288, 297 England, 38, 203, 285, 394 Environmental crime, 153–172 Environmental harm, 8, 154, 155 fictionalised depictions and representations, 160–162 Epiphany, 33, 248, 251 Episodic narratives offence narrative roles, 346–357 Epistemic and doxastic modes, 97–99 Epistemic interviews, 93, 94, 103 Establishing trust, 36, 449 Ethnicity. See also ‘Race’, 72, 87, 420, 435 Ethnocentrism. See also ‘Race’, 329 Ethnography, 6–7, 27–43, 46, 56, 60, 68, 178, 392, 463 Existential narratives, 35 Extremism, 14, 133, 445–446, 461 Factual counternarratives, 451–454, 457, 462 Faith, 75, 79, 240, 245, 248, 250, 252, 304, 476 Feminism, 198, 282, 468 black and African feminist theory, 474 eco-feminist, 208 intersectional feminism, 473 Feminist research, 88 interviewing, 95–96 practice, 93–96 Ferguson community, 332 effect, 333 Ferguson Police Department (FPD), 332 Fiction, 8, 59, 109, 111, 142, 155, 160, 161, 162, 166, 327, 419, 429 Figurative devices, 12, 416, 417 First-time offender, 124, 312, 313, 314 Formula stories, 104, 177, 391 Football Hooliganism, 12, 350 Frank, A. W., 220, 229, 367–374, 382, 384, 413 Free Association Narrative Interview (FANI), 390, 392 Frye, N. 343, 344, 353, 354, 355, 357 Galli de Bibiena, Ferdinando, 206 A General Theory of Crime , 409, 412–414 Gender cultural norms, 225, 329 race. See Race regimes imposed on women, 65 transgender, 109, 113, 114 women's prison, 46 Genre, 8, 102, 112, 123, 142–143, 146, 201, 204, 359, 376, 381, 383, 432 Germany, 3, 11, 305, 310, 312, 314 German Youth Courts Act, 314 Globalisation, 14, 16, 153, 334, 467 Goffman, E., 2, 229 Godka, 27, 31–36 Green criminology, 8, 153 Green cultural criminology, 4, 153–168 Gubrium, J., 28, 46 Gulliver’s Travels , 111, 125 Habitus, 3, 104, 369, 370, 449 Hall, S., 303, 305 Haunting, 205, 206, 214, 282, 298 Harm, 1, 2, 8, 240 power and inequality, 15–16 self-harm, 77 penal harm, 87, 91–104, 153–172, 411–412 environmental harm, 156–162 disaster, 157 environmental harm, 160–167 Heart of Darkness , 70 Hegemonic narratives, 17, 104, 411, 414, 415, 420, 469, 486 Heteroglossia, 368, 381 Homonarrativus, 92 Honesty, 52–54 “How-to” bias,’ 47 Holstein, J., 28, 46 Humility topos, 138 Humour, 29, 37, 185, 190, 193, 457–460, 462 Hegemony, 66, 414 Human Rights, 374, 382 ‘Ideal’ victimhood, 267 Ideologies, 322, 446, 448 Ideology, 189, 396, 397, 429, 466 Images, 9, 70, 175–193, 197–214, 398 Imaginative small talk, 34, 35, 46 Impartiality, 57–59 Implicit authority, 267 Implicit psychological content, 360 Imposter syndrome, 75 Individual offenders, 29, 78, 87, 111, 131–132, 281, 156, 283, 286, 343, 345, 347, 390, 405, 428–429 Inference rich, 308 Institutional narratives, 91–104 empathy, 100–102 engagement, 100–102 infusing insights, 95–96 interview, 103–104 judicial-correctional ‘truth discourse’, 280 judicial truth, 4 penal harm, 91–104 police, 92 research context and interaction, 102–103 researching up, 93–95 respect, 100–102 self-narratives, 92, 97 shifts and porous, 97–99 Socratic interviews, 96–97, 99–100 Institutions, 5, 11, 16, 95, 158, 161, 298, 305, 373, 385, 427, 440, 468 Insurgency, 335 Intersectionality, 17, 468 Intersectional narrative criminology, 471 Interviews/interviewing, 7–8, 181 contextualising photographs, 178–180 convict criminology, 72 Dave, 11 document studies, 29 epistemic interviews, 94 ethnographies, 9 individuals accused, 4 narrative inquiry, 40 semi-structured dialogue, 72, 430 Socrates Light, 87–105 texts, 8 ISIS, 27, 37 Italy, 207, 395 Jihadism, 27, 32, 39, 41 Jihadist organisations, 445, 454, 461 Justice criminal justice, 5, 70, 75, 192, 240–241, 259, 283, 289, 298, 321, 327, 385, 418, 432 Immanent Justice, 213 social justice, 13, 104, 467–491 storied Justice, 45–62 youth justice, 5, 8, 87–108 June’s story, 244–251 practising faith, 245–247 redemptive suffering, 249–251 Jurors’ interpretations, 49, 50 Katz, J., 2, 177, 229, 373 Labelling perspectives, 347 Labelling theories, 2 Labov, W., 371 Landscape art, 203, 204 Law enforcement community members, 324 culture and officer behaviour, 322, 323, 326 narrative methods, 321 visual pictures, 328 witnesses in contact, 57 Law, legal narratives, 5, 47, 45, 46, 59, 65, 68, 73, 78, 79, 80, 92, 110, 122, 156, 159, 198, 213, 271, 309–313, 321, 323, 325, 328, 330, 332, 378, 382, 412, 439 Lawyers, 45, 47–49, 56, 58, 158 Lay decision-makers, 50–52 Lies, 8, 109–113, 125, 200, 252, 403, 455 Life as book, 358 Life As A Film (LAAF) approach, 11 criminal narratives, 358–359 elicitation interview, 359–360 explicit processes, 360 implicit psychological content, 360 Life event calendars (LECs), 113 ‘Light’ Socratic dialogues, 96–103 Loseke, D. R., 176 Maruna, S., 2, 242, 249, 279, 345, 347, 359, 390 Marxism, 198, 214 Masculinity, 123, 139, 227, 228, 231, 336, 379 Master plot, 404 Material culture, 9, 217–218 Material objects, 223–224 Matza, D., 2, 390 Mauser 98K, 220–222 McAdams, D., 134, 343, 344, 358–360 Melancholy dilapidation, 197 Membership Categorisation Analysis (MCA), 304, 306–309 categories, 303–304, 306–308 categorisation, 317–318 category-bound construction, 309–316 Dave's story, 309–316 Memoir. See also Autobiography, 134, 135 Metaphors, 8, 11, 39, 213, 334, 416 Migration/migrants, 87, 92, 100, 123, 155, 166 Mills, C. W., 2, 63, 64, 76, 77, 79 Motherwood, Absent Mother Syndrome, 120, 248 Mothers Against Violence, 242, 243, 248 Murder/homicide, 10, 115, 250, 263, 361 Muslims, 13, 39, 119, 144, 445–467 Narrative analysis material culture studies, 217–218 Mauser 98K, 220–222 narratives, 218–220 objects, 218–220 Narrative convictions, 63–83 Narrative dialogue, 11–12 Narrative ethnography, 7, 47, 60, 264 criminology, 28–31 Godka, 31–36 trust, 36–39 Narrative habitus, 104, 369, 370, 449 Narrative identity, 180 Narrative labour, 5, 71, 438, 439 Narrative resistance, 446–447, 450–461 Narrative Role Questionnaire (NRQ), 11, 348, 358, 362 Narrative strategies, 45–62 Narrative victimology. See also June’s story, 244–246 audience, 271–275 challenges, 256–258 features, 269–276 researching, 267–268 situating, 264–267 speaker, 269–271 storytelling, 263 timing, 275–276 Nations/nationality, 164, 224, 420, 479, 480 Neutralisations. See also Techniques of Neutralisation, 389, 390, 405 News media, 14, 154, 379 Norway, 35, 217, 220, 222, 225, 446, 448, 454, 457 Objective reality, 111 Objects, 6, 9, 175–195, 218–220, 222–231, 304, 416 intended purpose, 224–225 owner/user, 226–228 own story, 228–231 past, 223–224 sociocultural context, 225–226 storytelling prop, 222–223 Observations, 6–7, 46, 93, 95, 157, 178, 192, 263–264, 267–268 Offender Assessment System (OASys) report, 289 Offender’s narratives cognitive distortions, 279 ‘innocent,’ 282 judicial-correctional ‘truth discourse,’ 280 missing victim, 290–293 offender and victim, 293–297 offenders and victims narratives, 286–297 penitent offender, 286–290 punished offender, 290–293 real victim, 286–290 slipperiness, 279 stories and justice, 297–298 victims in the prison, 283–286 Online research Google, 282, 375 YouTube.com, 375 Organisations, antisociality, 412 Overlexicalization, 418 Paintings, 199, 201, 202, 208 Panini, Giovanni Paolo, 208, 209 Paratexts, 132 covers, 138–140 written introductions, 137–138 Participant observation. See also Ethnography, 30, 45, 46, 48, 49, 60, 262, 274, 281, 295, 374 Penal harm, 12, 91–104, 411–412 Penology, 5 Personal narratives, 5, 7, 79, 156, 343, 345, 471 Phatic talk, 34 Phenomenal testimony, 67 Philippines, 12, 367, 374, 376, 377, 384, 385 Photo-elicitation, 179, 190–192 Photo-elicitation interviews, 190 Photographs, 178–180 Phronetic approach, 97 Pictures dark visions, 203–207 fascinating ruins, 207–210 image and narrative, 198–200 landscapes, 200–203 sublime effects, 211–213 visual criminology, 194, 198 Piranesi, Giovanni Battista, 9, 197, 205, 210, 212 Plot, 35, 115, 166, 189, 229, 230, 293, 359, 403, 404, 446 Plurivocal narrative, 472, 486–487 Police police culture, 5, 321–341 Police narratives culture, 321–323 development, 323–327 growth areas, 333–336 methodological challenges, 333–336 popular culture, 327–329 storytelling, 323–327 thin blue line, 329–331 ‘truth,’ 331–333 Polkinghorne, D., 134 Polletta, F., 135, 253, 369, 373 Polyphony, 318, 368, 381 Positivism, 35, 52, 74, 109, 138, 180, 244, 251, 260, 264, 273, 313, 327, 335, 361, 416, 418, 429 Postcolonialism. See also ‘Race’, 198 Poststructuralism, 198 Power harm, 15–16 inequality, 15–16 narrative analysis, 446–448 resistance, 446–448 social inequalities, 12–13 Prisoner autobiography. See also Autobiographical writing, 64–66 individual autobiography, 427 rehabilitation, 428–429 Prisons/prisoners, 3, 5, 9, 16, 64–66, 72, 76, 115, 197, 204, 211, 212, 281, 297, 431 Prisoners’ narratives, 298 Professional role, 355, 358 Prosecutorial narratives, 47–49 Prostitution. See also Sex work, 291, 472, 473 Psychiatry, 11, 309–312 Psychoanalysis, 198 Psychological approach Agency and Communion, 343 Leary’s personality dimensions, 344 moral justification, 345–346 Psychological complexity, 360–361 Psycho-social criminology free association narrative interview, 390 Gianluca’s life story, 394–402 methods, 393 Punishment, 15, 67, 72, 155, 159, 162, 197, 217, 285, 292, 312, 314, 316, 361, 412, 431, 477 Quantitative analysis, 5, 68 Rapport, 36, 37, 55, 94, 95, 103, 264, 266, 272, 282 ‘Race’. See also Ethnicity black and African feminist theory, 474 black perspectives, 80 black prisoners, 65 Caucasian youth, 90 colonialism, 16, 198, 225, 470 ethnocentrism, 329 intersectional feminism, 473 marginalized black women, 473, 475, 483, 487, 488, 489, 490 Northern Caucasian migrants, 89 postcolonialism, 198 white narratives, 80 “white pride”, 191, 195 white prisoners, 65 Racism, 14, 470 Redemption, 239–257 Reflexivity, 63, 88, 96, 103, 270 Religion, 13, 32, 35, 38, 248, 253, 266, 334, 446, 448, 452, 456, 479 Religious narratives. See also Redemption; Epiphanies; Faith, 10, 14, 32, 33, 34, 35, 38, 154, 207, 240, 253, 266, 445, 446, 448, 449, 451 finding a ‘calling,’ 247–249 redemptive suffering, 249–251 Researching up. See Active interviewing Reissman, C. K., 321 Resistance, 446–448 Respectable femininity, 114 Revengeful mission, 349, 351, 352, 357 Ricoeur, P., 80, 369, 373 Roles, categorisations, 10–11 Self-categorisation, 313, 314, 316 Self-help groups, 262, 266, 267, 269, 270 Sex Offender Treatment Programme facilitators (SOTP), 287 Sexualities, 122, 420, 477, 479, 480 Sex Workers Education and Advocacy Taskforce (SWEAT), 472, 473 Sex work, 115, 123, 467–491 decolonising/rehumanising research, 467–468 intersectional agenda, 469–471 Shameful identities, 479–482 Side grip, 230 Silences, 11, 16, 35, 414 Silencing, 419–420 Social harm, 105 Socio-narratology, 12, 368–374, 385 Socrates light, 87–105 Socratic dialogues, 88, 96–97 Socratic interviews, 99–100 South Africa, 13, 15, 467, 472, 473, 486, 487 Sri Lanka, 109, 113–115, 117, 119, 121–123 Stigmatised identities, 479–482 The State, 10, 16, 78, 94, 159, 164, 213, 295, 352, 482 Street culture, 32, 35, 36, 37, 40, 401 Storytelling, 15, 28, 36–39, 177, 222–223, 232, 243 Structures of feeling, 71 Subculture, 11, 32, 119, 334 Sublime effects, 211–213 Subtext, 416–417 Superpredators, 412 Symbolic boundaries, 177 Symbolic interactionism, 2, 261, 347, 412 Symbolic interactionist, 92, 261, 346 Team research, 449–450 Techniques of neutralisation, 2, 390 Television, 283, 328, 329, 416 Terrorism, 133–134 Terrorist autobiographies, 134 Testimony, 49, 54, 57, 60, 67, 253, 295 Thin blue line, 329–331 The Three Little Pigs , 155, 166, 167 Toch, H., 344, 359 Tragic hero role, 353, 354, 357 Translation, 122, 201, 252 Trauma narratives, 241 Travelling stories, 14–15 Trial narratives, 47, 48, 213 Trust, 36, 41, 52, 100, 266, 333, 439 Truth, 4, 8, 35, 57, 63–64, 109–113, 115–120, 223, 248, 397, 331–333 Truth/lies, 35, 109–113 factural truths, 35 slants on truth, 63–64 Ugelvik family Mauser, 221, 222 UK, 10, 15, 64, 66, 67, 74, 250, 271, 273, 438 Understatement, 58, 417–418 Unsaid, 12, 409–424 USA, 428 US federal prosecutors, 45–61 Validity, 110, 125 Verisimilitude, 112, 120–122 Victim impact statements, 243, 262, 263 Victimhood, 9, 240, 251, 254, 261, 267, 447, 478 Victimology. See Narrative victimology Victims, 4, 10, 58, 124, 158, 239–257, 259, 261, 263, 264, 265–272, 279–300, 382, 402, 455 Victim stories June’s story, 240, 244–251 lethal violence, 240, 241, 242–244 Violence, 3, 4, 39, 79, 121, 139, 161, 180, 240, 241, 242–244, 270, 308, 392, 393, 400 atrocity, 4 conceptual violence, 202 finding a ‘Calling’ in the aftermath, 247–249 gun violence, 265 Jihadi organisations, 451 mass violence, 4 mothers against violence, 244 political violence, 142 redemptive suffering, 240, 249–251 visual symbols, 139 Visual criminology, 3, 198, 214 Visual narratives, 9, 180–190 Vocabularies of motive, 2 War/armed conflict, 4, 12, 13, 115, 139, 184, 220, 447–448, 451, 453 War stories, 325, 334, 335, 376 Whimsical fantasises, 208 Youth justice, 89–108 YouTube.com, 375 Book Chapters Prelims 1 Introduction Part I: Collecting Stories Observations and Fieldwork 2 Narrative Ethnography under Pressure: Researching Storytelling on the Street 3 Storied Justice: The Narrative Strategies of US Federal Prosecutors 4 Narrative Convictions, Conviction Narratives: the prospects of convict criminology Interviews 5 Reflections after ‘Socrates Light’: Eliciting and Countering Narratives of Youth Justice Officials 6 Stories that Are Skyscraper Tall: The Place of ‘Tall Tales’ in Narrative Criminology Texts 7 By Terrorists' Own Telling: Using Autobiography for Narrative Criminological Research 8 Stories of Environmental Crime, Harm and Protection: Narrative Criminology and Green Cultural Criminology Beyond ‘Texts’: Images and Objects 9 The Stories in Images: The Value of the Visual for Narrative Criminology 10 Reading Pictures: Piranesi and Carceral Landscapes 11 The Tales Things Tell: Narrative Analysis, Materiality and my Wife's Old Nazi Rifle Part II: Analysing Stories Studying the Victim 12 Excavating Victim Stories: Making Sense of Agency, Suffering and Redemption 13 Narrative Victimology: Speaker, Audience, Timing 14 Finding Victims in the Narratives of Men Imprisoned for Sex and Narratives of Conviction and the of Police Narratives as Allegories that Police and Criminal Narratives: The Narrative Questionnaire and the Life as a Film Narrative The and Dialogical Narrative for Narrative Criminology and Narrative Criminology and Criminology The of in Narratives Power and Social The Prisoner Autobiography in of Narrative Researching Sex Intersectional Narrative Analysis

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How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.188
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0060.009
Science and technology studies0.0030.001
Scholarly communication0.0140.009
Open science0.0030.005
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.8120.827

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.027
GPT teacher head0.344
Teacher spread0.317 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Published2019
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