{"id":"W2982385780","doi":"10.1016/s1473-3099(19)30540-7","title":"What makes a score a winner?","year":2019,"lang":"en","type":"letter","venue":"The Lancet Infectious Diseases","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"MEDLINE; Computer science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0547584,0.00197828,0.004474695,0.006730498,0.003531986,0.016781,0.002877325,0.00529921,0.03239026],"category_scores_gemma":[0.2461952,0.000854958,0.002589212,0.004950283,0.007140791,0.01524513,0.00595797,0.007280898,0.01926179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003197987,"about_ca_system_score_gemma":0.005227111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002962526,"about_ca_topic_score_gemma":0.004905524,"domain_scores_codex":[0.9485639,0.02017692,0.005458103,0.003931091,0.01990714,0.001962839],"domain_scores_gemma":[0.8978539,0.04734676,0.006139981,0.004895453,0.03305515,0.01070861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005953069,0.0001335592,0.02162205,0.001768471,0.001074759,0.0001972739,0.001044177,0.0003276559,0.000218745,0.02081628,0.379676,0.5725257],"study_design_scores_gemma":[0.0006775653,0.00182635,0.03161909,0.01436641,0.001221678,0.002089681,0.005530992,0.002886292,0.0007395281,0.1981117,0.7402942,0.0006365917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02067627,0.0799688,0.02769993,0.7292225,0.06437967,0.0007310394,0.002400141,0.001870799,0.07305079],"genre_scores_gemma":[0.341911,0.1218604,0.1459907,0.2464189,0.08003844,0.002484138,0.004414034,0.004581703,0.05230061],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0547584,"threshold_uncertainty_score":0.2895936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126834453469231,"score_gpt":0.4060905658194972,"score_spread":0.293407120472574,"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."}}