{"id":"W4416648803","doi":"10.2196/77276","title":"Not relevant (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Bioinformatics and Biotechnology","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008694177,0.001870715,0.003613179,0.00785324,0.004469733,0.01878246,0.003479977,0.007287135,0.7550653],"category_scores_gemma":[0.08736689,0.001517451,0.002326223,0.006334946,0.003172697,0.004306587,0.004917011,0.004426346,0.6544891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006170512,"about_ca_system_score_gemma":0.01599467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004072779,"about_ca_topic_score_gemma":0.006450617,"domain_scores_codex":[0.985537,0.001954881,0.002011921,0.002054855,0.006395629,0.0020457],"domain_scores_gemma":[0.9573066,0.008733724,0.001226865,0.01025458,0.0188293,0.003648885],"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":[0.0002464924,0.00008130424,0.0002344097,0.001409252,0.0001038444,0.0002394332,0.00009288212,0.0000464112,0.0009779389,0.004000298,0.9602265,0.03234127],"study_design_scores_gemma":[0.0001964292,0.00004397867,0.001892419,0.000654396,0.0000790253,0.0004158926,0.000147572,0.0002309347,0.001246655,0.01032804,0.9847193,0.00004529861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00249888,0.005107949,0.004301074,0.04330005,0.2689922,0.002131339,0.11021,0.007461394,0.5559972],"genre_scores_gemma":[0.04467517,0.006025157,0.006230397,0.009049345,0.02939913,0.002213005,0.070536,0.006556659,0.8253152],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2449347,"threshold_uncertainty_score":0.3493696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03447565570329521,"score_gpt":0.3633345579042377,"score_spread":0.3288589022009425,"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."}}