{"id":"W6904462040","doi":"10.1371/journal.pone.0279050.s005","title":"Literature quality evaluation.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rumination; MEDLINE; PsycINFO; Cohort study; Coping (psychology); Depressive symptoms; Cohort; Scale (ratio)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1547585,0.005030988,0.02571755,0.07313301,0.003921439,0.01419794,0.01327964,0.007226425,0.1812578],"category_scores_gemma":[0.3572102,0.004208234,0.0197588,0.05337349,0.00526204,0.01139764,0.01225429,0.004960296,0.02163073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01856345,"about_ca_system_score_gemma":0.08880767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01168414,"about_ca_topic_score_gemma":0.01048566,"domain_scores_codex":[0.7964811,0.05111613,0.1103521,0.01358797,0.02516133,0.003301396],"domain_scores_gemma":[0.5854411,0.1370255,0.08691349,0.03321743,0.1521686,0.005233951],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008125016,0.00005885523,0.0008082109,0.8503377,0.002430007,0.0001201588,0.001350389,0.0002057767,0.000305908,0.002898516,0.07345019,0.06722183],"study_design_scores_gemma":[0.003569875,0.0003247005,0.004102355,0.7365566,0.008645428,0.0002614548,0.00169667,0.0007816757,0.0006179027,0.007852457,0.2352818,0.0003091074],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.004256058,0.1020486,0.02244785,0.02725766,0.0120093,0.4008228,0.3871443,0.006164281,0.03784909],"genre_scores_gemma":[0.0166917,0.05206926,0.06570897,0.005866203,0.00133605,0.7947486,0.05034455,0.001783088,0.0114516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8452415,"threshold_uncertainty_score":0.8184508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3641423526523409,"score_gpt":0.5291127625586564,"score_spread":0.1649704099063155,"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."}}