{"id":"W7110997124","doi":"10.1371/journal.pone.0332516.g002","title":"Bias assessment.","year":2025,"lang":"","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Risk assessment; Noise (video); Data collection; Risk management","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.1954491,0.004344589,0.009728237,0.01360208,0.001715616,0.006421619,0.005095729,0.005475931,0.2830591],"category_scores_gemma":[0.5138834,0.002122879,0.02149486,0.008882687,0.002591455,0.003656859,0.004599246,0.00497396,0.02865953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00374832,"about_ca_system_score_gemma":0.009717397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002582773,"about_ca_topic_score_gemma":0.004244482,"domain_scores_codex":[0.7188388,0.1649868,0.06690547,0.01918679,0.02791514,0.002167055],"domain_scores_gemma":[0.4933684,0.3285649,0.05254734,0.07053591,0.05267407,0.002309457],"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":[0.007245175,0.0002174549,0.006474597,0.2886237,0.03410121,0.0002436281,0.001767036,0.002132339,0.001557991,0.01997897,0.4262492,0.2114088],"study_design_scores_gemma":[0.01917111,0.001052247,0.02007841,0.1533181,0.02710275,0.0007590514,0.0007599872,0.02184662,0.004721907,0.09982382,0.6503862,0.0009798682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.004371241,0.02566405,0.2447071,0.01297325,0.01159693,0.2076029,0.4245607,0.026375,0.04214884],"genre_scores_gemma":[0.05374383,0.003663671,0.361872,0.006202716,0.001795698,0.5128868,0.03333378,0.006326924,0.02017458],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7169409,"threshold_uncertainty_score":0.9921545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1170597279705361,"score_gpt":0.3591946775488936,"score_spread":0.2421349495783575,"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."}}