{"id":"W4402618660","doi":"10.1007/978-3-031-66902-6_3","title":"Classification and Diagnostic Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Autism and child psychopathology series","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.0001073049,0.0003209591,0.000343362,0.0001337022,0.0004714224,0.000181805,0.00007711314,0.000270802,0.0004750216],"category_scores_gemma":[0.000003447714,0.0002790679,0.00004841226,0.000006558153,0.0006973959,0.0001109135,0.00003964057,0.0004150025,0.0002754949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001035565,"about_ca_system_score_gemma":0.00001784633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002841462,"about_ca_topic_score_gemma":0.0002176685,"domain_scores_codex":[0.998831,0.00002001484,0.0003436607,0.000483909,0.00009686899,0.0002245098],"domain_scores_gemma":[0.9994141,0.00007508719,0.000129164,0.0002419129,0.00001464691,0.0001250965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002175372,0.00000892433,0.00006762781,0.0006733159,0.00003056382,0.00003398843,0.00403937,1.202205e-8,1.836202e-7,0.9831218,0.01054917,0.00145325],"study_design_scores_gemma":[0.0001438624,0.0001944593,0.001135954,0.0006749326,0.00009898262,0.0004646106,0.0006400106,0.000001346576,3.623833e-8,0.1424527,0.8539341,0.0002590564],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001083242,0.08676613,8.541647e-7,0.006793965,0.007893491,0.000385667,0.0003898773,0.0001225362,0.8965642],"genre_scores_gemma":[0.1062136,0.01987218,0.00001129747,0.0009744269,0.001453353,0.00006070043,0.0002173293,0.00007305567,0.8711241],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8433849,"threshold_uncertainty_score":0.9999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020288059911465,"score_gpt":0.2362692366748331,"score_spread":0.2159811767633681,"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."}}