{"id":"W7105797609","doi":"10.48336/29","title":"Professional staff perspectives on their contributions to teaching and learning at Cape Breton University","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Presentation (obstetrics); Scholarship; Professional learning community; Construct (python library); Reflexivity; Professional development; Higher education; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.00848013,0.0001957884,0.0002934319,0.001284843,0.01614758,0.00681205,0.001121127,0.001031586,0.006528018],"category_scores_gemma":[0.01860133,0.0003308683,0.0001498038,0.00176982,0.005541489,0.001595387,0.004102333,0.001434242,0.0008703504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02794979,"about_ca_system_score_gemma":0.04343224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3174355,"about_ca_topic_score_gemma":0.4515082,"domain_scores_codex":[0.986972,0.00579909,0.0006541446,0.0004360554,0.003656081,0.00248256],"domain_scores_gemma":[0.9642906,0.009098516,0.00244394,0.0006727715,0.007387417,0.01610677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001527065,0.00009652413,0.02840929,0.0002876952,0.00001304654,0.002402502,0.8961451,0.0001419946,0.002964657,0.005414031,0.01544134,0.04853113],"study_design_scores_gemma":[0.000005000767,0.00006214259,0.01680977,0.0002184492,0.000005860277,0.0002986798,0.9051564,0.0001010631,0.0005432201,0.0003738521,0.07638884,0.00003673962],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463566,0.0009904058,0.0007863267,0.008916289,0.000259862,0.00006155522,0.00008972928,0.00004428636,0.04249506],"genre_scores_gemma":[0.9706151,0.001070036,0.0005948622,0.001148382,0.00003328404,0.00003980285,0.00004219443,0.00003340845,0.02642276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6825645,"threshold_uncertainty_score":0.6311757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410058948439616,"score_gpt":0.3119034593256805,"score_spread":0.2978028698412843,"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."}}