{"id":"W2467115453","doi":"10.5539/ies.v9n7p130","title":"Will Medical Technology Deskill Doctors?","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Innovations in Medical Education","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health technology; Medical education; Medical diagnosis; Autonomy; Professional development; Health care; Psychology; Affect (linguistics); Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008510635,0.0003179729,0.0003691426,0.0009609872,0.004965123,0.01185558,0.0007808882,0.01055964,0.05152854],"category_scores_gemma":[0.04451672,0.0002699616,0.0005473006,0.0006659416,0.009645876,0.01257025,0.003202779,0.007013705,0.0215012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004679739,"about_ca_system_score_gemma":0.006141596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003157627,"about_ca_topic_score_gemma":0.003973198,"domain_scores_codex":[0.9951061,0.001903135,0.0001973552,0.0004226122,0.00137051,0.001000265],"domain_scores_gemma":[0.9807526,0.007479267,0.001953121,0.0009870161,0.0031128,0.005714991],"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":[0.00007073176,0.00008816068,0.00429774,0.0002156188,0.00001166787,0.0002719535,0.004833851,0.0000513438,0.0002590376,0.1125379,0.7725264,0.1048354],"study_design_scores_gemma":[0.00002441222,0.00006822187,0.002440087,0.0003562606,0.00000811769,0.0003385529,0.005805111,0.00005660945,0.0002113597,0.02083687,0.9698281,0.00002619258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002950439,0.003151226,0.0002278824,0.9400045,0.01067943,0.0000108458,0.00003937821,0.00003822043,0.04289806],"genre_scores_gemma":[0.1667381,0.01395605,0.0007818982,0.6733886,0.01628891,0.00007266456,0.00009216207,0.00009726608,0.1285843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05152854,"threshold_uncertainty_score":0.1723801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304786513113631,"score_gpt":0.4444088083443148,"score_spread":0.4139301570329517,"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."}}