{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2033167,0.002226947,0.002248008,0.02783872,0.02261434,0.03784795,0.01399168,0.006216934,0.002565626],"category_scores_gemma":[0.1496613,0.001560295,0.002242362,0.03828149,0.03582684,0.01230587,0.02002663,0.0117239,0.0005715322],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.3370842,"about_ca_system_score_gemma":0.5652824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9582487,"about_ca_topic_score_gemma":0.9719866,"domain_scores_codex":[0.8181431,0.08223532,0.01352657,0.007366936,0.06298525,0.01574286],"domain_scores_gemma":[0.7630196,0.05063183,0.01125721,0.009783087,0.145118,0.02019039],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001849383,0.00008201882,0.005943841,0.0007493107,0.00005333393,0.0001369353,0.01312113,0.007021942,0.0002646376,0.8524463,0.02936546,0.09079661],"study_design_scores_gemma":[0.00005720963,0.00009026048,0.03403123,0.006673797,0.0001381401,0.0001420266,0.04094446,0.01706803,0.0007412219,0.4828537,0.4168234,0.0004364892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02678247,0.0253531,0.3299408,0.3226464,0.001692527,0.00508458,0.001983879,0.001108847,0.2854075],"genre_scores_gemma":[0.3857951,0.01317571,0.571816,0.01216479,0.0004623354,0.003168601,0.001672403,0.0002388159,0.01150622],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7966833,"threshold_uncertainty_score":0.9824524,"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."}}