{"id":"W6939281880","doi":"10.6084/m9.figshare.14707098.v1","title":"Viewing faculty development through an organizational lens: Sharing lessons learned","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Historical and Archaeological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Human resources; Scope (computer science); Visibility; Identity (music); Faculty development; Organizational culture; Key (lock)","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":[0.01732926,0.001013087,0.0006843034,0.008667582,0.01166194,0.01846225,0.003211205,0.004142805,0.00497153],"category_scores_gemma":[0.01949488,0.0005460628,0.0006777466,0.006713119,0.03069217,0.02861579,0.01149841,0.007187572,0.0007115565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01275358,"about_ca_system_score_gemma":0.008849496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03616818,"about_ca_topic_score_gemma":0.1048132,"domain_scores_codex":[0.9888564,0.007897199,0.0003246443,0.0006701105,0.001244263,0.001007493],"domain_scores_gemma":[0.9753174,0.01910555,0.0006584688,0.001574721,0.002036485,0.001307452],"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":[0.00002171839,0.00005602291,0.0049873,0.000726662,0.00003229304,0.001179817,0.7822542,0.0002314365,0.0002618536,0.0961934,0.01709495,0.09696036],"study_design_scores_gemma":[0.000006708687,0.00003264697,0.005363012,0.002893708,0.00002460025,0.001054939,0.6258957,0.0002237196,0.0003067491,0.05123378,0.3129136,0.00005081202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1891881,0.1811938,0.04086949,0.4053099,0.009816516,0.0002200585,0.0004331765,0.0001795339,0.1727893],"genre_scores_gemma":[0.7951748,0.1361314,0.02506924,0.02337403,0.003649566,0.0002083969,0.0002511723,0.0002970743,0.01584431],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03616818,"threshold_uncertainty_score":0.09253412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4624715439596018,"score_gpt":0.3331529845477719,"score_spread":0.1293185594118299,"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."}}