{"id":"W2882984836","doi":"10.5539/jel.v7n5p181","title":"The Socially Accountable Professor in Higher Education","year":2018,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Lakehead University","funders":"","keywords":"Accountability; Institution; Public relations; Social responsibility; Sociology; Higher education; Social accounting; Corporate governance; Value (mathematics); Pedagogy; Political science; Management; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001513632,0.0000708703,0.0001119577,0.0001515915,0.001282624,0.00004108062,0.0001072479,0.00009915144,0.0009633928],"category_scores_gemma":[0.0005305441,0.00004851151,0.00002317867,0.0003016489,0.00005643633,0.000290354,0.00001677574,0.0008308298,0.0000743475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217776,"about_ca_system_score_gemma":0.00855571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006066506,"about_ca_topic_score_gemma":0.000181162,"domain_scores_codex":[0.998384,0.0006786563,0.0005071145,0.00008206508,0.0001784483,0.0001696941],"domain_scores_gemma":[0.9976646,0.0003581056,0.0006271538,0.0000733561,0.001208707,0.00006803474],"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":[0.0007519781,0.0009576718,0.2612697,0.0001459621,0.00004838531,2.98059e-7,0.08416838,0.000003862128,0.003504772,0.1545809,0.300669,0.1938991],"study_design_scores_gemma":[0.0002156799,0.00007361529,0.2426521,0.0002870907,0.000007774425,0.000002628078,0.06324561,0.000006465349,0.00001395502,0.003026772,0.6904122,0.00005610807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.875082,0.001070891,0.00002271045,0.05273723,0.0156147,0.000282036,2.145658e-7,0.00001015865,0.05518007],"genre_scores_gemma":[0.8402184,0.00008122435,0.0003700197,0.002409861,0.002724713,0.00003871024,0.000002212038,0.000009655349,0.1541452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897431,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04292793236991121,"score_gpt":0.474675347600905,"score_spread":0.4317474152309937,"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."}}