{"id":"W3193126009","doi":"10.46747/cfp.6708562","title":"Aggregate values, not arithmetic","year":2021,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Interpretation (philosophy); Aggregate (composite); Information retrieval; Medicine; Natural language processing; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001165129,0.0006318219,0.001039632,0.000584355,0.0002164209,0.000112243,0.0003671035,0.0008719951,0.00003004806],"category_scores_gemma":[0.00004338535,0.0006320246,0.0004718493,0.0006299985,0.0002337097,0.00008093455,0.00005060081,0.002380156,0.001018796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006252981,"about_ca_system_score_gemma":0.002769623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01443663,"about_ca_topic_score_gemma":0.001193956,"domain_scores_codex":[0.9967172,0.00009542663,0.0003975226,0.0009019443,0.000636526,0.001251365],"domain_scores_gemma":[0.997632,0.00007536955,0.0001632505,0.00125374,0.000239067,0.0006366352],"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":[0.000004712429,0.00001538091,0.000007348583,0.0002401652,0.0001237031,0.009281121,0.00003901975,4.956126e-7,0.000182877,0.00007803884,0.9842161,0.005811045],"study_design_scores_gemma":[0.0005709453,0.0001064847,0.0006951305,0.000569828,0.000500481,0.00004019005,0.00007765173,0.00003331609,0.0002368254,0.0001424826,0.9964035,0.0006232186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002949942,0.004665604,0.000009356592,0.493387,0.002274721,0.0007047768,0.0007938179,0.0001406366,0.4950742],"genre_scores_gemma":[0.002537648,0.0001041377,0.00009301045,0.9636787,0.007708319,0.0000379904,0.002923597,0.0001828778,0.02273379],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4723404,"threshold_uncertainty_score":0.9999214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061969940250874,"score_gpt":0.2453754223465533,"score_spread":0.2147557229440445,"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."}}