{"id":"W4401259970","doi":"10.5040/9798216192626.0009","title":"The Evolution of Faculty Instructional Development in the Use of Technology at Collège Boréal, Ontario","year":2001,"lang":"en","type":"other","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Engineering ethics; Engineering; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001174387,0.00008945078,0.0001377823,0.0002138087,0.0003040144,0.00002207288,0.0004158261,0.0002512105,0.002025116],"category_scores_gemma":[0.0006622518,0.00005384626,0.00003292102,0.0003683529,0.0004317068,0.00009370664,0.00006856347,0.0002249724,0.00001944663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160337,"about_ca_system_score_gemma":0.001578264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4688022,"about_ca_topic_score_gemma":0.97218,"domain_scores_codex":[0.9984202,0.0002973045,0.0002917735,0.0001394328,0.000713072,0.0001382248],"domain_scores_gemma":[0.9988839,0.0002805256,0.0005418454,0.0001863922,0.00009446497,0.00001288535],"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":[0.00003572018,0.0002064344,0.1969633,0.00001665365,0.0001562386,0.000001163751,0.01720544,0.00005270181,0.00002028557,0.2376183,0.5323629,0.01536087],"study_design_scores_gemma":[0.0001077262,0.00001086023,0.02097153,0.00003008005,0.00001057058,0.000001325485,0.003943121,0.000001803156,0.000006192746,0.0002760516,0.9745802,0.00006050629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1005727,0.0003610753,0.0002380715,0.01224848,0.0006155013,0.001198015,0.00001895683,0.0001088375,0.8846384],"genre_scores_gemma":[0.01550915,0.0001544502,0.01635501,0.00004855398,0.00005738725,0.00004723191,0.00001851656,0.00003291056,0.9677768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5033779,"threshold_uncertainty_score":0.9988872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1590868789200894,"score_gpt":0.3891966255076976,"score_spread":0.2301097465876082,"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."}}