{"id":"W4416690814","doi":"10.46747/cfp.711112681","title":"A stitch in time","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Text mining","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":[0.0000544681,0.0001164401,0.0001191759,0.0001058482,0.00004222452,0.00003257815,0.0002292736,0.00009100558,0.00000436135],"category_scores_gemma":[0.000008073572,0.000132313,0.00005112681,0.0001885938,0.0000417312,0.000003110142,0.00003037001,0.00006509943,0.0001074937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006104384,"about_ca_system_score_gemma":0.0004381361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003406753,"about_ca_topic_score_gemma":0.01421149,"domain_scores_codex":[0.9992731,0.00002512598,0.0001063279,0.0002448857,0.00004925193,0.0003013439],"domain_scores_gemma":[0.9995369,0.000003205911,0.00001798607,0.0002901913,0.00002892113,0.000122782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004410352,0.00007678344,0.00169018,0.00002170803,0.00007942494,0.00004458389,0.00003612487,0.00001718352,0.8808563,0.0007853181,0.05944162,0.05690669],"study_design_scores_gemma":[0.0005692899,0.00006978781,0.04046868,0.00004784208,0.00001354087,3.577341e-7,0.000102168,0.00003247351,0.01325003,0.0004969031,0.9446455,0.0003034419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6548755,0.0004012106,0.00001359943,0.0001746828,0.0001772669,0.0001162873,0.00004059277,0.000008228653,0.3441926],"genre_scores_gemma":[0.9590068,0.00001362999,0.00003005469,0.03414097,0.0001363145,0.00001816898,0.0001113434,0.00001647697,0.006526227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8852038,"threshold_uncertainty_score":0.7930343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005180049721833063,"score_gpt":0.2066176322179406,"score_spread":0.2014375824961076,"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."}}