{"id":"W4382995361","doi":"10.1016/bs.dnb.2023.05.005","title":"Attribution: A pervasive but epistemically challenging activity in the practice of developmental pediatrics","year":2023,"lang":"en","type":"book-chapter","venue":"Developments in neuroethics and bioethics","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Attribution; Terminology; Subspecialty; Psychology; Clinical Practice; Categorical variable; Developmental psychology; Medicine; Social psychology; Psychiatry; Computer science; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00361696,0.0005418957,0.000591156,0.0007297003,0.0003363158,0.0001195097,0.0009515968,0.001059871,0.0000116354],"category_scores_gemma":[0.005114503,0.0004812751,0.00008968891,0.0006773226,0.001195066,0.0002409629,0.00103052,0.006166647,0.00004559493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003012959,"about_ca_system_score_gemma":0.00148757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001465056,"about_ca_topic_score_gemma":0.0004208635,"domain_scores_codex":[0.9945146,0.0006595006,0.0009227654,0.001118184,0.002076925,0.0007080445],"domain_scores_gemma":[0.9917709,0.007064447,0.0005389753,0.0003903717,0.0001230861,0.0001121754],"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":[0.0001810187,0.0002137507,0.0008939698,0.0008047195,0.00002166772,0.00145787,0.008387444,0.00001049415,0.0008511919,0.98387,0.0000268668,0.003280975],"study_design_scores_gemma":[0.01535375,0.0028332,0.08394522,0.009679279,0.000531253,0.004987516,0.01650701,0.001673492,0.03036779,0.5445341,0.275083,0.01450443],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1892372,0.002369873,0.0007376948,0.2813039,0.004064884,0.01256573,0.001509807,0.0006854371,0.5075256],"genre_scores_gemma":[0.9182014,0.06147031,0.0009950189,0.003090661,0.0001020884,0.0001114781,0.00004283317,0.0002076531,0.01577852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7289643,"threshold_uncertainty_score":0.9997639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142398272790274,"score_gpt":0.3547967034683446,"score_spread":0.2123984306780706,"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."}}