{"id":"W4406298782","doi":"10.4103/indianjpsychiatry.indianjpsychiatry_1119_24","title":"Preamble","year":2025,"lang":"fr","type":"article","venue":"Indian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychiatry; Cognition; Montreal Cognitive Assessment; Schizophrenia (object-oriented programming); Medicine; Psychology; Cognitive remediation therapy; Cognitive impairment; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004060462,0.0008109728,0.0009994197,0.001766364,0.00192969,0.003966678,0.001967199,0.003969335,0.540227],"category_scores_gemma":[0.04014724,0.0004740389,0.0007255244,0.001209904,0.0007808346,0.003757441,0.003112825,0.004929422,0.4054635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031411,"about_ca_system_score_gemma":0.007570535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003455047,"about_ca_topic_score_gemma":0.005289941,"domain_scores_codex":[0.9971311,0.0008540002,0.0004014837,0.0003131957,0.0009827542,0.0003173242],"domain_scores_gemma":[0.9813436,0.004430291,0.0007594662,0.0008830692,0.009651148,0.002932351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008235667,0.000006003639,0.00003092282,0.00009741796,7.270595e-7,0.00002761216,0.00002975279,0.000007565723,0.00001085969,0.0009118028,0.9796374,0.01923156],"study_design_scores_gemma":[0.00001083568,0.00001797293,0.0001775489,0.0003947041,0.000001772324,0.0001078099,0.00008542385,0.00001250201,0.00001896217,0.001168933,0.9979978,0.000005840038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008038406,0.01294991,0.005667404,0.2478954,0.1482701,0.002314532,0.02073626,0.002527875,0.5588346],"genre_scores_gemma":[0.005636937,0.01105308,0.00677046,0.185376,0.02729332,0.003685264,0.02130877,0.001402049,0.7374741],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.459773,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567825159900855,"score_gpt":0.3766199302516137,"score_spread":0.3609416786526052,"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."}}