{"id":"W4405365321","doi":"10.35502/jcswb.442","title":"Identity and the more things change","year":2024,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Cultural, Psychoanalytic, and Sociopolitical Reflections","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Identity (music); Identity change; Sociology; Epistemology; Internet privacy; Aesthetics; Psychology; Computer science; Social psychology; Art; Philosophy; Feeling","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003479473,0.00007253693,0.0001786557,0.00005806415,0.002349896,0.0003703855,0.0002286642,0.00007119793,0.00004996962],"category_scores_gemma":[0.0003552736,0.00004535602,0.0001257364,0.0002150187,0.0007917854,0.001079937,0.00007517247,0.0009516711,0.000003389423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006210312,"about_ca_system_score_gemma":0.00004413378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003529466,"about_ca_topic_score_gemma":0.0009874257,"domain_scores_codex":[0.998522,0.0007384117,0.0002453226,0.00004259529,0.0002827832,0.0001688458],"domain_scores_gemma":[0.9983809,0.001212648,0.00007310203,0.00009741656,0.0001043628,0.0001315953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003866622,0.00001858107,0.0002342989,0.00002611459,0.0000826742,0.000004706556,0.2879685,4.582967e-7,0.000003874142,0.7069385,0.0003063196,0.004377265],"study_design_scores_gemma":[0.0006818271,0.00005956883,0.01121037,0.0002694898,0.0002508539,0.00007827117,0.1619585,0.0001865286,0.000004619301,0.5818348,0.2433191,0.0001460724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5196751,0.005631781,0.001151682,0.179992,0.00125566,0.0002546257,0.000002028513,0.00006104817,0.2919761],"genre_scores_gemma":[0.9880809,0.008706888,0.00003493405,0.001584641,0.0004688319,8.070264e-7,3.876426e-7,0.000004634599,0.001118046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4684058,"threshold_uncertainty_score":0.9989489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0471872046944136,"score_gpt":0.3792898146839381,"score_spread":0.3321026099895245,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}