{"id":"W3135702957","doi":"10.1080/1360144x.2021.1887876","title":"‘Complexifying’ our approach to evaluating educational development outcomes: bridging theoretical innovations with frontline practice","year":2021,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Bridging (networking); Transferability; Reductionism; Computer science; Process (computing); Management science; Knowledge management; Benchmarking; Quality (philosophy); Engineering ethics; Process management; Sociology; Psychology; Management; Epistemology","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":[0.1561622,0.001847768,0.001895459,0.009223294,0.0035333,0.0132995,0.003839953,0.002610679,0.004105418],"category_scores_gemma":[0.2911554,0.001000342,0.002440656,0.005283917,0.02298707,0.0146364,0.01114642,0.005342805,0.0004837858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01561532,"about_ca_system_score_gemma":0.01513385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003768316,"about_ca_topic_score_gemma":0.005027574,"domain_scores_codex":[0.7846592,0.1734666,0.01056388,0.006805699,0.0227046,0.001800016],"domain_scores_gemma":[0.6348695,0.2859564,0.02234673,0.02806124,0.02578764,0.002978455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000599892,0.0007585096,0.02914615,0.006601638,0.000626312,0.0002083437,0.04721341,0.009097085,0.002235109,0.370623,0.003231065,0.5296595],"study_design_scores_gemma":[0.0004083003,0.002634028,0.03523408,0.007481984,0.0008705805,0.0005907204,0.02429488,0.03200957,0.01304966,0.811477,0.07149071,0.0004584055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08494525,0.002428237,0.8544583,0.01615109,0.0004459676,0.007474009,0.0003975568,0.0002863905,0.03341316],"genre_scores_gemma":[0.436613,0.001083489,0.5515522,0.001396187,0.0001176565,0.007830136,0.000181042,0.0001131001,0.001113287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1561622,"threshold_uncertainty_score":0.8258744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3386489127008004,"score_gpt":0.5742633131341004,"score_spread":0.2356144004333,"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."}}