{"id":"W4404502244","doi":"10.1080/1360144x.2024.2429074","title":"Academic development, trust, and the state of the profession","year":2024,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Wilfrid Laurier University","funders":"","keywords":"State (computer science); Political science; Computer science","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":[0.02043007,0.0001818937,0.0004909653,0.002261047,0.01030698,0.01268732,0.000952469,0.001771718,0.002370315],"category_scores_gemma":[0.05379894,0.0002671627,0.0002581828,0.001273378,0.03909508,0.006949516,0.01142211,0.004058468,0.000344716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008627824,"about_ca_system_score_gemma":0.01477801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167656,"about_ca_topic_score_gemma":0.008768521,"domain_scores_codex":[0.9807798,0.01107387,0.0008044575,0.0008594851,0.003493608,0.002988623],"domain_scores_gemma":[0.9350441,0.02676437,0.01195436,0.003604366,0.00948161,0.01315118],"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":[0.00007812658,0.0001453382,0.02636364,0.0001474567,0.00003085665,0.0005253849,0.152743,0.000510647,0.0003945553,0.7660468,0.00224935,0.05076485],"study_design_scores_gemma":[0.00007022113,0.0003517147,0.03781346,0.001161161,0.00003998412,0.001308694,0.2196729,0.002446712,0.0008054636,0.5715246,0.1646017,0.0002034686],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5631838,0.006448908,0.01473839,0.07730614,0.000510925,0.000071084,0.00003377512,0.00006099813,0.337646],"genre_scores_gemma":[0.997954,0.0002940162,0.0002087362,0.0002269447,0.0000212536,0.000004963604,0.000002312957,0.000003428358,0.001284268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9795699,"threshold_uncertainty_score":0.1080458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03887399630276397,"score_gpt":0.3971723837159841,"score_spread":0.3582983874132201,"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."}}