{"id":"W2078511524","doi":"10.1097/acm.0000000000000708","title":"Sociomateriality","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Perspective (graphical); Sociology; Field (mathematics); Cognition; Distance education; Videoconferencing; Epistemology; Engineering ethics; Psychology; Pedagogy; Computer science; Multimedia; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003213669,0.0007956609,0.0004908602,0.002532739,0.006089943,0.01065587,0.001283191,0.002057503,0.03670437],"category_scores_gemma":[0.006965316,0.0003350954,0.0007009114,0.001976713,0.01714039,0.0077551,0.009209227,0.002704909,0.007491228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003557928,"about_ca_system_score_gemma":0.002936787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251552,"about_ca_topic_score_gemma":0.00159971,"domain_scores_codex":[0.9961824,0.001790151,0.0002067063,0.0006037254,0.0008681164,0.0003489059],"domain_scores_gemma":[0.9941426,0.002763186,0.0005666503,0.00153012,0.0005855483,0.0004119311],"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":[0.00001133205,0.0000240529,0.0005410162,0.0001972132,0.000008995278,0.0002709856,0.009702709,0.0001059304,0.0002269206,0.9532526,0.01018674,0.02547132],"study_design_scores_gemma":[0.000005604478,0.00001949562,0.0006757833,0.0003308057,0.000006943806,0.0004842768,0.004376493,0.0001236931,0.0002594829,0.2323744,0.7613291,0.00001395799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01291941,0.004825693,0.02774369,0.01320546,0.001846863,0.0002844752,0.000447293,0.0002077671,0.9385194],"genre_scores_gemma":[0.6862586,0.01051045,0.02766784,0.007891807,0.002441217,0.001134842,0.001248938,0.0005056021,0.2623406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9939101,"threshold_uncertainty_score":0.1227883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3153599474168781,"score_gpt":0.4896694169990349,"score_spread":0.1743094695821569,"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."}}