{"id":"W2769745625","doi":"10.36510/learnland.v8i2.696","title":"More Than Hoop Jumping: Making Accreditation Matter","year":2015,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Accreditation; Medical education; Reflection (computer programming); Work (physics); Curriculum; Certification and Accreditation; Self study; Psychology; Pedagogy; Medicine; Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02260045,0.000255472,0.000274034,0.0009373199,0.01461112,0.01272413,0.001739744,0.004336628,0.005646115],"category_scores_gemma":[0.04625266,0.0002877783,0.0004774191,0.0008416493,0.02308245,0.01537116,0.008110062,0.008215173,0.0006072518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004541479,"about_ca_system_score_gemma":0.01112519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01076269,"about_ca_topic_score_gemma":0.01859749,"domain_scores_codex":[0.9737395,0.01684436,0.0004786509,0.0009758998,0.003781539,0.004180138],"domain_scores_gemma":[0.9629351,0.02038983,0.002960643,0.002751729,0.005532244,0.005430433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001406924,0.0004979741,0.02635097,0.0003472089,0.00004728352,0.001385262,0.3911025,0.0008348362,0.003390483,0.273497,0.07319671,0.229209],"study_design_scores_gemma":[0.00002143208,0.0002324595,0.02196617,0.000752817,0.00003660707,0.000341172,0.4993327,0.0006704901,0.002724444,0.07474774,0.3990517,0.0001221463],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3297625,0.002503362,0.0167933,0.4700872,0.003377999,0.00008304777,0.00002661278,0.0002969125,0.1770692],"genre_scores_gemma":[0.9722788,0.0005301325,0.001896352,0.01551758,0.0003548835,0.00002228219,0.000009190239,0.0001395076,0.009251193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02260045,"threshold_uncertainty_score":0.1195241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352424542067296,"score_gpt":0.3985159916253124,"score_spread":0.2632735374185828,"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."}}