{"id":"W2805534004","doi":"10.18844/prosoc.v5i3.3917","title":"Managerial roles of Ontario college presidents","year":2018,"lang":"en","type":"article","venue":"New Trends and Issues Proceedings on Humanities and Social Sciences","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Position (finance); Higher education; Context (archaeology); Ideology; Public relations; Political science; Taxonomy (biology); Sociology; Management; Public administration; Business; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007960422,0.00009889371,0.0001797044,0.000188492,0.002954252,0.0003414878,0.0002184356,0.00008503908,0.0006749287],"category_scores_gemma":[0.00003997009,0.00008721722,0.00002795793,0.0002553025,0.002578363,0.0004104789,0.00004071469,0.00009071419,0.000002361016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007810022,"about_ca_system_score_gemma":0.0004608441,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0976962,"about_ca_topic_score_gemma":0.2925575,"domain_scores_codex":[0.9986143,0.0000264956,0.0001762961,0.0002559306,0.0005561542,0.0003708679],"domain_scores_gemma":[0.9995941,0.00004559401,0.000100911,0.00002460497,0.0001555896,0.00007920718],"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":[0.00002866987,0.000028448,0.009447574,0.00003079667,0.000006361132,1.224003e-7,0.4401891,5.021514e-9,0.000007838234,0.5224313,0.02042575,0.00740412],"study_design_scores_gemma":[0.0002803266,0.0007071019,0.04138711,0.00005075013,0.00001218056,2.860129e-7,0.2783825,0.000001613958,0.00005050008,0.01295524,0.6660201,0.0001523059],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7261077,0.0002901433,8.806096e-8,0.009970792,0.0002126005,0.00009278362,0.000004757414,0.0000215518,0.2632996],"genre_scores_gemma":[0.9196186,0.0003564473,0.0001116102,0.0002934911,0.002262069,0.000005965987,9.837977e-7,0.000004967158,0.07734583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6455943,"threshold_uncertainty_score":0.9983438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686382948783856,"score_gpt":0.4218815520445743,"score_spread":0.2532432571661887,"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."}}