{"id":"W2894087656","doi":"10.1111/medu.13673","title":"When I say … networks and systems","year":2018,"lang":"en","type":"article","venue":"Medical Education","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Contrast (vision); Psychology; Epistemology; Computer science; Data science; Sociology; Artificial intelligence; Philosophy","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":[0.01023448,0.0005945955,0.0006954206,0.002440975,0.004913102,0.01739774,0.001812542,0.005565714,0.01134293],"category_scores_gemma":[0.04588802,0.0003722874,0.0004908338,0.004256638,0.02834843,0.03435954,0.005026141,0.009050431,0.002405845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006318824,"about_ca_system_score_gemma":0.005011528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005744658,"about_ca_topic_score_gemma":0.003981374,"domain_scores_codex":[0.9881034,0.006352575,0.0004500807,0.001402635,0.002517316,0.001173908],"domain_scores_gemma":[0.9745763,0.01676842,0.002855924,0.001692174,0.002900937,0.001206208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001501073,0.000004764726,0.0002547927,0.00007291046,0.000007355582,0.00002373829,0.002829317,0.0001254692,0.00001953078,0.9684305,0.02323651,0.004980025],"study_design_scores_gemma":[0.0000119101,0.00001840532,0.0005332196,0.0004792407,0.00001473269,0.00008223917,0.0071375,0.0004195053,0.0001074556,0.7192812,0.2718951,0.00001949387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007283162,0.01639492,0.03437518,0.6196846,0.01635088,0.00005959186,0.0001456268,0.0001911807,0.3055148],"genre_scores_gemma":[0.7366436,0.02867488,0.01474334,0.1374324,0.01470137,0.0004937698,0.0002423681,0.000262173,0.06680625],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01739774,"threshold_uncertainty_score":0.05412579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3322933016214142,"score_gpt":0.6721170880356672,"score_spread":0.339823786414253,"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."}}