{"id":"W4312252692","doi":"10.4103/0019-5545.341716","title":"Free Papers Compiled","year":2022,"lang":"en","type":"article","venue":"Indian Journal of Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality of life (healthcare); Schizophrenia (object-oriented programming); Depression (economics); Depressive symptoms; Medicine; Drug-naïve; Psychiatry; Intervention (counseling); Drug; Anxiety","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000266744,0.00008115608,0.0002039691,0.000236648,0.0001530628,0.00001192286,0.0002155047,0.00002185217,0.002688535],"category_scores_gemma":[0.00003864542,0.00006383181,0.0002056859,0.0001989159,0.00003336598,0.00003535911,0.00005392342,0.0005349147,0.00001643595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115598,"about_ca_system_score_gemma":0.00103808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000635167,"about_ca_topic_score_gemma":0.00004599905,"domain_scores_codex":[0.9987985,0.00007506117,0.0002731981,0.00008447008,0.0005722527,0.000196557],"domain_scores_gemma":[0.9992161,0.00002884316,0.0001588098,0.0002326266,0.00005154267,0.0003120142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01946014,0.002293552,0.7846978,0.00009316722,0.001495329,0.008247823,0.0009410422,0.00004817778,0.0004099139,0.007121386,0.1492515,0.02594011],"study_design_scores_gemma":[0.05227443,0.0150634,0.7976866,0.0002551822,0.0004849372,0.03527392,0.00706726,0.00001444967,0.0002868404,0.04105809,0.05012354,0.00041135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601704,0.002217448,0.000004099496,0.03258014,0.00145135,0.0001401618,0.00003886076,0.00001099661,0.003386536],"genre_scores_gemma":[0.9910216,0.00003101258,0.007328237,0.0007764993,0.0005630318,0.000005752112,0.000005874135,0.00001529921,0.000252641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09912796,"threshold_uncertainty_score":0.9982231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121842737880298,"score_gpt":0.2767533350989564,"score_spread":0.2645690613109267,"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."}}