{"id":"W3087939374","doi":"10.36834/cmej.71151","title":"Being a post-positivist is exhausting: The daunting commitment to an uncertain truth","year":2020,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Philosophy, History, and Historiography","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Positivism; Computer science; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008461729,0.000355449,0.0003919833,0.0006475014,0.00270534,0.0008232144,0.001005167,0.0003265636,0.01217804],"category_scores_gemma":[0.00678701,0.0002936679,0.0002397737,0.0001469534,0.0003668771,0.0001884116,0.00003119241,0.002389298,0.0001157379],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394109,"about_ca_system_score_gemma":0.0417988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06124633,"about_ca_topic_score_gemma":0.1355567,"domain_scores_codex":[0.9967458,0.000221234,0.0005946463,0.0004164494,0.001467586,0.0005543415],"domain_scores_gemma":[0.9907615,0.0002696544,0.0003020932,0.0003485472,0.0009957809,0.007322404],"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":[0.00001130324,0.00005198772,0.00000359912,0.00003560585,0.00006564324,0.00004275913,0.07865074,1.842491e-7,2.678895e-7,0.004538546,0.910319,0.006280381],"study_design_scores_gemma":[0.0001663729,0.0001976435,0.00001070513,0.0003467057,0.000119902,0.00001914023,0.009034901,0.00000586861,1.523434e-7,0.0005993724,0.9891495,0.0003497377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002178913,0.0009080261,0.000003390566,0.05357499,0.8876452,0.00025828,0.0002511377,0.00003475703,0.05710634],"genre_scores_gemma":[0.01205584,0.00004323577,0.00005184089,0.04809386,0.9371164,0.00004476507,0.0003421364,0.00007480988,0.002177045],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07883052,"threshold_uncertainty_score":0.9999515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854565735742824,"score_gpt":0.2613328352471406,"score_spread":0.2427871778897123,"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."}}