{"id":"W2935704657","doi":"10.1136/bmj.l1621","title":"Gabriel Weston: Fresh thinking on bacteria","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Data science; Computer science; World Wide Web","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":[0.006461946,0.001525448,0.00130575,0.002017736,0.003536543,0.006552757,0.001813388,0.008121327,0.04440506],"category_scores_gemma":[0.02783496,0.000718563,0.001121867,0.0007795272,0.004022167,0.008863045,0.003001695,0.02396294,0.02081165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003324791,"about_ca_system_score_gemma":0.004756444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009576181,"about_ca_topic_score_gemma":0.01947546,"domain_scores_codex":[0.9950297,0.001708486,0.0003105362,0.0006029363,0.001829308,0.0005190305],"domain_scores_gemma":[0.9840843,0.004373876,0.0005216624,0.0005380357,0.004680191,0.005801979],"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":[0.00002345974,0.00001290454,0.0001159541,0.00009611688,0.000008779984,0.0001608849,0.0002605703,0.00001096974,0.00008990189,0.001247315,0.9879332,0.01003986],"study_design_scores_gemma":[0.0000179928,0.000025234,0.0003457344,0.0006518855,0.00001169827,0.0007081206,0.001257372,0.00002913099,0.0001365225,0.003817872,0.992968,0.00003042336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002329524,0.05477177,0.0005688693,0.8267049,0.1085739,0.00001911099,0.00006624261,0.0001337228,0.008928555],"genre_scores_gemma":[0.005611592,0.05759648,0.00135968,0.7499444,0.06389064,0.00005736986,0.0000746428,0.0003711224,0.1210941],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04440506,"threshold_uncertainty_score":0.1485498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03000256875130754,"score_gpt":0.3256749116784119,"score_spread":0.2956723429271044,"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."}}