{"id":"W67613939","doi":"","title":"Open Source on Trial","year":2007,"lang":"en","type":"article","venue":"The open source business resource","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Computer science; Operating system; Software","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":[],"category_scores_codex":[0.02500778,0.001250164,0.002194313,0.007755735,0.001248316,0.008647157,0.002454927,0.005693528,0.3802105],"category_scores_gemma":[0.1972645,0.001545607,0.001715713,0.006731914,0.002648671,0.006889266,0.008459914,0.005831214,0.203618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002149208,"about_ca_system_score_gemma":0.009485144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009455894,"about_ca_topic_score_gemma":0.001317863,"domain_scores_codex":[0.9747,0.01225023,0.002380212,0.0016327,0.00764761,0.001389242],"domain_scores_gemma":[0.7894399,0.1146183,0.01091739,0.04908091,0.01879565,0.01714797],"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":[0.0003271664,0.00006926205,0.0002537125,0.000839629,0.00006565358,0.0001057723,0.0001489574,0.0002131288,0.0003391384,0.06822138,0.6917942,0.237622],"study_design_scores_gemma":[0.0001629833,0.0000752952,0.0005445279,0.000578129,0.00004818498,0.0002501474,0.000033246,0.0006706532,0.0004061409,0.1061278,0.8910611,0.00004189067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001906948,0.008457837,0.1434061,0.0581626,0.01747588,0.002358323,0.01945633,0.02269979,0.7260761],"genre_scores_gemma":[0.04675429,0.01222169,0.1115021,0.03158455,0.02587322,0.006790521,0.02503927,0.02590442,0.7143299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3802105,"threshold_uncertainty_score":0.8840545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4720480052069622,"score_gpt":0.5370595000900733,"score_spread":0.06501149488311114,"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."}}