{"id":"W1541361835","doi":"10.22329/celt.v2i0.3202","title":"8. Strategic Approaches to Academic Development: Relationship to Learning and Teaching","year":2009,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning development; Higher education; Professional development; Academic community; Unit (ring theory); Academic integrity; Engineering ethics; Sociology; Pedagogy; Psychology; Public relations; Mathematics education; Political science; Engineering; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00865731,0.0002625412,0.0002789365,0.0005371161,0.007468482,0.0005664708,0.0002224426,0.0002451513,0.00002531739],"category_scores_gemma":[0.01423699,0.0002800889,0.00003267648,0.0002917965,0.00005984804,0.0004613058,0.00007932605,0.003905833,0.00004557101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199966,"about_ca_system_score_gemma":0.0002321345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002263455,"about_ca_topic_score_gemma":0.0001089677,"domain_scores_codex":[0.9943774,0.003417592,0.0003997138,0.0006278596,0.0006345137,0.0005429068],"domain_scores_gemma":[0.9971076,0.002085856,0.000239569,0.0001057229,0.00004657725,0.0004146942],"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":[0.000151806,0.0001240532,0.1160843,0.00003082697,0.00005314108,0.000006742123,0.2230323,0.009134655,0.0005457392,0.4641076,0.0003335765,0.1863953],"study_design_scores_gemma":[0.002477121,0.002127374,0.2583724,0.001739748,0.0002096505,0.00003459721,0.1443751,0.0109387,0.00009540504,0.01550209,0.5610742,0.003053586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7866317,0.0001270551,0.001530708,0.0088548,0.00007964516,0.0003990494,3.068399e-7,0.0004665037,0.2019102],"genre_scores_gemma":[0.9761326,0.00001583357,0.01055758,0.000348027,0.0001855818,0.00002499091,0.000008623554,0.00002895176,0.01269781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5607406,"threshold_uncertainty_score":0.9999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.256656094960749,"score_gpt":0.406769656647154,"score_spread":0.150113561686405,"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."}}