{"id":"W1970937306","doi":"10.15200/winn.141680.08615","title":"Science is broken. Part 1.","year":2014,"lang":"en","type":"article","venue":"The Winnower","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Aeronautics; Computer science; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003892045,0.000887676,0.0007764605,0.001405998,0.002176603,0.005175609,0.00110986,0.003958734,0.1602835],"category_scores_gemma":[0.01595643,0.0005446751,0.0006886019,0.001515361,0.004213839,0.004872987,0.002998022,0.006227775,0.1440463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002289527,"about_ca_system_score_gemma":0.005012817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003306701,"about_ca_topic_score_gemma":0.00359293,"domain_scores_codex":[0.9975604,0.0003365729,0.0001271596,0.0003138449,0.001363358,0.0002986637],"domain_scores_gemma":[0.9949545,0.000942387,0.0002867465,0.0008345298,0.002149883,0.0008318774],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000433978,0.00001003583,0.00009955678,0.0001142457,0.000006159791,0.00003635655,0.0000519642,0.00002508617,0.0002078045,0.01625308,0.9249471,0.05820528],"study_design_scores_gemma":[0.000004052442,0.000007298856,0.0002851709,0.00007290136,0.00000269186,0.000062885,0.00004726694,0.00001280015,0.0000653723,0.008820591,0.9906147,0.000004357789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001485077,0.06035427,0.004187998,0.3367059,0.2478006,0.0001735605,0.002105996,0.001515798,0.3456709],"genre_scores_gemma":[0.02071595,0.03427097,0.002897019,0.1101699,0.02910148,0.0003372212,0.002455835,0.001004236,0.7990473],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9961079,"threshold_uncertainty_score":0.5362018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430783463042102,"score_gpt":0.2795559797063985,"score_spread":0.2652481450759775,"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."}}