{"id":"W2079143221","doi":"10.1080/1360144x.2011.596706","title":"Caught with their constructs down? Teaching development in the pre-tenure years","year":2011,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Sociology; Pedagogy; Higher education; Faculty development; Mathematics education; Psychology; Professional development; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01073268,0.0001364465,0.0001156597,0.000140092,0.000952796,0.0001687781,0.001586547,0.00009285773,0.000112166],"category_scores_gemma":[0.000810357,0.00007429918,0.00003984757,0.00009597941,0.0001531727,0.0004805003,0.0000931848,0.001172163,0.00001720326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004527931,"about_ca_system_score_gemma":0.001230443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001590712,"about_ca_topic_score_gemma":0.0007763851,"domain_scores_codex":[0.997275,0.0004801579,0.0004854607,0.0001678583,0.001286216,0.0003052899],"domain_scores_gemma":[0.9985069,0.000668632,0.0004407741,0.00009931121,0.0002150534,0.00006935109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003069955,0.0001086207,0.01544051,0.000004885478,0.0003599531,0.00003469443,0.8026274,0.00006929557,0.00008629026,0.03065451,0.005218744,0.145088],"study_design_scores_gemma":[0.0007106568,0.00002202004,0.0559361,0.0001786159,0.00001996158,0.0002775252,0.02608074,0.00002191762,0.000471037,0.004610915,0.9114534,0.0002171313],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659286,0.0001583319,0.001855638,0.01972808,0.001485943,0.0006834113,0.000003169918,0.00003849901,0.01011833],"genre_scores_gemma":[0.9806579,0.00007309926,0.01527608,0.001483581,0.0003892174,0.00008032189,0.000005510005,0.00001460077,0.002019633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9062346,"threshold_uncertainty_score":0.7328233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1465145387984412,"score_gpt":0.4182374031645438,"score_spread":0.2717228643661026,"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."}}