{"id":"W1971428378","doi":"10.1109/mpot.2010.938611","title":"Lecturers versus research professors [The way I see it","year":2010,"lang":"en","type":"article","venue":"IEEE Potentials","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Psychology; Computer science; Pedagogy; Engineering; Medical education; Knowledge management; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007686269,0.0003518176,0.000548145,0.001619816,0.002785589,0.008413244,0.001097052,0.002171901,0.02861191],"category_scores_gemma":[0.04630731,0.0002243013,0.0003023446,0.002105449,0.006710744,0.007149833,0.003129567,0.002944673,0.007735611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00144531,"about_ca_system_score_gemma":0.002061168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003618614,"about_ca_topic_score_gemma":0.004681691,"domain_scores_codex":[0.9867592,0.008062308,0.0006968309,0.001236002,0.002158504,0.001087126],"domain_scores_gemma":[0.9820399,0.008642901,0.00267272,0.001002435,0.003679591,0.001962623],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001054193,0.000232546,0.02470347,0.00178474,0.0001784108,0.0003056515,0.1358803,0.00009623694,0.004302739,0.3365123,0.2504153,0.2445341],"study_design_scores_gemma":[0.0002687352,0.0006139202,0.0260992,0.002106038,0.0001611047,0.000879364,0.1584453,0.0002310457,0.001721905,0.0775928,0.731706,0.000174494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1442951,0.02356355,0.03424551,0.1704883,0.01636994,0.0007343754,0.001453252,0.0004665498,0.6083835],"genre_scores_gemma":[0.8716527,0.008655975,0.01021316,0.05017595,0.003050521,0.0006752785,0.0003753107,0.0004255192,0.05477567],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9923137,"threshold_uncertainty_score":0.09571636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1949711610534769,"score_gpt":0.5331921558528251,"score_spread":0.3382209947993482,"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."}}