{"id":"W2903318110","doi":"10.4018/ijeach.2019010101","title":"The Black Box Myth","year":2018,"lang":"en","type":"article","venue":"International Journal of Extreme Automation and Connectivity in Healthcare","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Black box; Argument (complex analysis); Mythology; Epistemology; Empirical research; Data science; Computer science; Psychology; Artificial intelligence; Philosophy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01037853,0.0006607207,0.0008009052,0.001468023,0.0044391,0.008546306,0.001577265,0.006525998,0.01191955],"category_scores_gemma":[0.01687216,0.0004159283,0.0007332265,0.000879052,0.04640519,0.01801266,0.006262931,0.0117888,0.003450848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003132421,"about_ca_system_score_gemma":0.003935676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194731,"about_ca_topic_score_gemma":0.0006870234,"domain_scores_codex":[0.9934995,0.003197016,0.0001567997,0.001291297,0.001435396,0.0004199848],"domain_scores_gemma":[0.9908527,0.006122101,0.0005135712,0.001100368,0.0008624942,0.0005488444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001186602,0.000007721525,0.00007499896,0.0000382328,0.000005118498,0.00002348694,0.0007722056,0.0001426026,0.00005069933,0.9818403,0.01303695,0.003995758],"study_design_scores_gemma":[0.00001062381,0.00001282193,0.0000666242,0.0001285133,0.000003270682,0.00005583494,0.0003419846,0.0003365345,0.00009476011,0.9039057,0.09503393,0.000009420483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01145656,0.01898645,0.08058734,0.54234,0.006787678,0.00008645277,0.0003195399,0.0003443302,0.3390916],"genre_scores_gemma":[0.6140446,0.01796432,0.04370394,0.2173354,0.01004116,0.0007162212,0.00025153,0.0005846859,0.09535815],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01191955,"threshold_uncertainty_score":0.05488759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334065990176624,"score_gpt":0.4255056443899508,"score_spread":0.2920990453722884,"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."}}