{"id":"W4253048336","doi":"10.3138/jammi.5.s1.01.intro","title":"Introductory Note","year":2020,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002476057,0.00005036504,0.0001940864,0.00001466603,0.00004103783,0.00000252252,0.00008020681,0.00005817765,0.0001455719],"category_scores_gemma":[0.001621512,0.0000313729,0.00008486633,0.00006379496,0.00004243719,0.00002252978,0.00004340356,0.0002987063,3.105314e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002210996,"about_ca_system_score_gemma":0.00130243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006258658,"about_ca_topic_score_gemma":0.008471649,"domain_scores_codex":[0.9993005,0.00009988215,0.0002530666,0.00005352229,0.0002127015,0.00008030004],"domain_scores_gemma":[0.9991316,0.0001106911,0.0003184502,0.00005083349,0.0001148496,0.0002735623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000444933,0.0001326724,0.514407,0.0001282522,0.0004376843,0.0001035092,0.0001117553,0.000009950804,0.01400089,0.0001867685,0.4682499,0.001786608],"study_design_scores_gemma":[0.005996999,0.000678759,0.4252852,0.00021898,0.0009146146,0.0005951666,0.00008896901,0.00007458663,0.002431032,0.0001185374,0.5634245,0.0001726553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8208666,0.000671936,0.00001179107,0.1777521,0.000566309,0.00004623412,0.00002030003,0.000002055868,0.0000626832],"genre_scores_gemma":[0.9706028,0.000122664,0.000004111305,0.0288232,0.0004121483,2.731426e-7,0.000003187918,0.000002945347,0.00002873472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1497362,"threshold_uncertainty_score":0.946126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003877859088664565,"score_gpt":0.2158699861651491,"score_spread":0.2119921270764846,"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."}}