{"id":"W2010408468","doi":"10.15273/dmj.vol38no2.3819","title":"The Future of Surgery","year":2012,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.005102672,0.0006169748,0.0007423381,0.001976847,0.002276374,0.006656573,0.000912662,0.006064226,0.04014556],"category_scores_gemma":[0.00804431,0.0003267771,0.0006197902,0.00104462,0.008242114,0.00658921,0.002548234,0.007939954,0.004915081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004758584,"about_ca_system_score_gemma":0.008954625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00630561,"about_ca_topic_score_gemma":0.01638977,"domain_scores_codex":[0.9977174,0.000764946,0.0001026253,0.0002485745,0.0008425046,0.0003238948],"domain_scores_gemma":[0.993751,0.002022373,0.0003632149,0.0003509425,0.001475785,0.002036596],"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":[0.0001533475,0.0001092939,0.00146824,0.0004964143,0.00003362303,0.0001883183,0.0006038019,0.0003423236,0.0003456914,0.3324896,0.4883491,0.1754203],"study_design_scores_gemma":[0.00002321362,0.00003379882,0.001097318,0.0007098042,0.000008189735,0.0001468187,0.0007050372,0.0001107621,0.00004009665,0.05225214,0.9448556,0.00001734779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001612587,0.35258,0.0006122778,0.5341597,0.02421735,0.000008240394,0.000128109,0.00004642347,0.08663533],"genre_scores_gemma":[0.1113501,0.5347652,0.002401377,0.1615431,0.08656764,0.00006842197,0.0002472566,0.00009699168,0.1029599],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04014556,"threshold_uncertainty_score":0.1343004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09843122552534615,"score_gpt":0.4059049319308675,"score_spread":0.3074737064055213,"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."}}