{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005712795,0.0000773662,0.00009470999,0.00007147688,0.0002896009,0.0001182764,0.0001236197,0.00006178558,0.0002371794],"category_scores_gemma":[0.0004822165,0.00007155623,0.00003497307,0.000178864,0.00006382897,0.0001772824,0.00002102744,0.0001943923,0.0004545061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005282358,"about_ca_system_score_gemma":0.000086343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002321705,"about_ca_topic_score_gemma":0.0002628608,"domain_scores_codex":[0.9990069,0.0002308296,0.00009911147,0.0001518553,0.0002759494,0.0002353563],"domain_scores_gemma":[0.99959,0.00009617164,0.00007410123,0.00006842231,0.00008929093,0.00008201879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004741004,0.00001320967,0.5376497,0.000005513537,0.00001121897,5.825403e-7,0.4471916,0.00008074908,0.000004889819,0.0004301776,0.01352224,0.001085371],"study_design_scores_gemma":[0.0001804326,0.00001749661,0.1626592,0.00002990369,0.00001256528,7.951973e-7,0.5157546,0.00005706049,0.000005608776,0.0002202767,0.3209212,0.0001408571],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8200647,0.0004300302,0.0002957275,0.1091903,0.001021614,0.0001388377,5.783998e-7,0.0003527173,0.06850547],"genre_scores_gemma":[0.9926479,0.000007082996,0.0003642588,0.0004831725,0.000828377,0.00001194743,0.000006031774,0.00001133015,0.005639908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3749906,"threshold_uncertainty_score":0.5841908,"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."}}