{"id":"W6925237346","doi":"10.17605/osf.io/s69fe","title":"Selection criteria","year":2023,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Amino Acid Enzymes and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Selection (genetic algorithm); Population; Inclusion and exclusion criteria; Intervention (counseling); Inclusion (mineral)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03155817,0.003239042,0.01216521,0.02539894,0.003255976,0.004876544,0.004436523,0.008465908,0.1385317],"category_scores_gemma":[0.1214342,0.002036432,0.004194069,0.01589547,0.002020581,0.005272396,0.003601691,0.003259816,0.02294124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004572306,"about_ca_system_score_gemma":0.02463078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004251748,"about_ca_topic_score_gemma":0.006806623,"domain_scores_codex":[0.9752954,0.006855845,0.01142217,0.001854578,0.003493084,0.001079009],"domain_scores_gemma":[0.9420954,0.0290746,0.007580958,0.004325551,0.01499916,0.001924278],"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":[0.008002957,0.0005373228,0.003797,0.3985408,0.001799145,0.00444053,0.005283975,0.000628425,0.001925721,0.01465836,0.4308197,0.1295661],"study_design_scores_gemma":[0.006383086,0.000614323,0.005354137,0.258379,0.002446027,0.001319247,0.002184979,0.0006242275,0.001068385,0.01211603,0.7092383,0.0002722919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.004307826,0.02340037,0.010848,0.005376592,0.003577556,0.8153328,0.1201435,0.0003709572,0.01664249],"genre_scores_gemma":[0.007431821,0.01234595,0.01034196,0.006010866,0.0009660553,0.9339746,0.02079093,0.0001951585,0.007942667],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8614683,"threshold_uncertainty_score":0.4634346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02282943583682495,"score_gpt":0.3642121777838231,"score_spread":0.3413827419469981,"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."}}