{"id":"W4200285711","doi":"10.46747/cfp.6712947","title":"Ask before you ask","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health Authority","funders":"University of Saskatchewan","keywords":"Ask price; Commission; Data science; World Wide Web; Public relations; Computer science; Political science; Business; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001881167,0.0001783051,0.0002802059,0.0001625016,0.001909888,0.00002022621,0.0002144785,0.0002648149,0.0001836992],"category_scores_gemma":[0.00005852888,0.0002054615,0.0001024971,0.0005510988,0.00006463161,0.0001676631,0.00005950721,0.0007623312,0.003436072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006506268,"about_ca_system_score_gemma":0.003981112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0431334,"about_ca_topic_score_gemma":0.363878,"domain_scores_codex":[0.9977698,0.0002357664,0.0003927936,0.0003597799,0.0002163036,0.001025526],"domain_scores_gemma":[0.9980573,0.00007141154,0.0001068126,0.0005334901,0.0003126819,0.0009182866],"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":[0.00001515113,0.0001061205,0.01341504,0.0004142374,0.0001063323,0.0002484153,0.008771895,0.00003228814,0.000252272,0.242419,0.7087924,0.02542682],"study_design_scores_gemma":[0.0003680988,0.00003303476,0.08550826,0.0001456571,0.00002461924,2.965905e-7,0.008369,0.00009405116,0.000008140545,0.00715768,0.8980822,0.0002089936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1668386,0.0008032185,0.00001977226,0.01224866,0.003066197,0.000627257,0.0008870033,0.0001515292,0.8153578],"genre_scores_gemma":[0.6311451,0.00003790819,0.0003311222,0.3556852,0.001609641,0.00009515676,0.0006105635,0.00005926042,0.01042603],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8049318,"threshold_uncertainty_score":0.9993895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068428269536564,"score_gpt":0.3841025445388238,"score_spread":0.2772597175851674,"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."}}