{"id":"W2291715699","doi":"","title":"Towards Sustainable Performance Measurement Frameworks for Applied Research in Canadian Community Colleges and Institutes","year":2014,"lang":"en","type":"article","venue":"The College Quarterly","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Government (linguistics); Political science; Public administration; Higher education; Community college; Public relations; Medical education","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.04922044,0.0001421472,0.0002616935,0.0005669836,0.001928858,0.0003431651,0.0009430001,0.0001537191,0.00006830588],"category_scores_gemma":[0.0008383639,0.00009396458,0.0000345144,0.001229695,0.0002848001,0.0003100685,0.00006472872,0.000813404,0.00004218925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005217495,"about_ca_system_score_gemma":0.001624039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0401026,"about_ca_topic_score_gemma":0.3772864,"domain_scores_codex":[0.9958564,0.0010158,0.0004794555,0.0002651055,0.001659107,0.0007241057],"domain_scores_gemma":[0.9961529,0.001584273,0.00008992632,0.0007779694,0.001174126,0.0002207525],"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":[0.0004421985,0.0002195781,0.01284011,0.0001691896,0.00003625234,0.000002862731,0.02585701,0.0007437865,0.00007924035,0.6977528,0.02559233,0.2362646],"study_design_scores_gemma":[0.002716842,0.002114821,0.1436439,0.0001127789,0.00001556121,0.000006197304,0.1190261,0.0751036,0.0001910156,0.2077093,0.4489051,0.0004548067],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295471,0.0001046994,0.0008533404,0.01191731,0.0002108671,0.00189453,0.00002108141,0.00001985287,0.05543117],"genre_scores_gemma":[0.9974127,0.000009755628,0.0003181124,0.0007333816,0.00007030984,0.000412476,0.000003068933,0.000009754032,0.001030393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4900436,"threshold_uncertainty_score":0.9993705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2488253268781768,"score_gpt":0.454869026674778,"score_spread":0.2060436997966012,"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."}}