{"id":"W4392704343","doi":"10.29363/nanoge.matsus.2024.180","title":"Machine learning is failing us","year":2023,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Vector Institute","funders":"","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0135371,0.001208639,0.001425637,0.002212482,0.003445334,0.009419925,0.001791365,0.007420761,0.02373049],"category_scores_gemma":[0.04254767,0.0004974823,0.000827643,0.001648414,0.01438432,0.01757717,0.004253975,0.01646465,0.01640341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004333577,"about_ca_system_score_gemma":0.004833858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00413713,"about_ca_topic_score_gemma":0.002447764,"domain_scores_codex":[0.9905617,0.003730944,0.0004353656,0.001591999,0.002894822,0.0007851692],"domain_scores_gemma":[0.9628156,0.02185688,0.001239765,0.004076872,0.007729448,0.002281462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006013078,0.0000484406,0.001082963,0.0003882674,0.00004968538,0.00009362475,0.0005071317,0.0007880574,0.0002419915,0.2999563,0.5826604,0.1141231],"study_design_scores_gemma":[0.00001523566,0.00003488554,0.0004340611,0.0006578444,0.00001653758,0.0001755701,0.000400046,0.001242258,0.0002985747,0.3401204,0.6565627,0.00004190571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00224018,0.07833631,0.01560103,0.8266963,0.01960653,0.0000245424,0.0005408357,0.0009074062,0.05604687],"genre_scores_gemma":[0.1955915,0.1550141,0.03220778,0.4102138,0.05385292,0.0003229685,0.00209464,0.002427576,0.1482748],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02373049,"threshold_uncertainty_score":0.07938641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2359191643079639,"score_gpt":0.4611493843238774,"score_spread":0.2252302200159135,"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."}}