{"id":"W2284227208","doi":"10.22374/cjgim.v8i2.78","title":"Twenty-First Century Medicine: The Fall of Occam","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Education, Psychology, and Complexity Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subconscious; Occam's razor; occam; Medicine; Point (geometry); Alternative medicine; Epistemology; Computer science; Pathology; Programming language","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001114721,0.0001543066,0.000413239,0.0003823744,0.0001192677,0.00001867649,0.000895961,0.00006956384,0.0053191],"category_scores_gemma":[0.001438261,0.00008532334,0.0000976416,0.0002236253,0.0008805369,0.00009688103,0.00002044164,0.0005143288,0.00002257429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000140322,"about_ca_system_score_gemma":0.0004158253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05922251,"about_ca_topic_score_gemma":0.0373665,"domain_scores_codex":[0.9980876,0.0001667708,0.0008123654,0.0001207918,0.0004451854,0.0003672697],"domain_scores_gemma":[0.9971223,0.0004279863,0.0004468758,0.0003358667,0.0009354734,0.0007315124],"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":[0.0000233194,0.00004324129,0.02143135,0.00007164448,0.0001811107,0.00003613872,0.006045929,0.00000176278,0.0007285464,0.01985603,0.9481608,0.003420148],"study_design_scores_gemma":[0.004630774,0.003887617,0.1683889,0.003303373,0.0003344394,0.002922344,0.01727579,0.0002086938,0.0004528326,0.3353453,0.4627431,0.0005067814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8815838,0.003511587,0.0004799164,0.08876644,0.00376168,0.0002558936,0.000005024428,0.000004984094,0.02163065],"genre_scores_gemma":[0.9875866,0.000387053,0.0006413867,0.001752441,0.003876798,0.000006290472,0.000002395077,0.00002336493,0.005723674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4854176,"threshold_uncertainty_score":0.9955902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0915378648087601,"score_gpt":0.382022884535362,"score_spread":0.2904850197266019,"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."}}