{"id":"W3152301645","doi":"10.29173/iasl8056","title":"Generating Change through Professional Development","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Professional development; Information literacy; Literacy; Psychology; Mathematics education; Pedagogy; Computer science; Medical education; Sociology; Political science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02002676,0.0006985415,0.00044293,0.001699492,0.009482032,0.01224673,0.002204301,0.00467373,0.01509394],"category_scores_gemma":[0.03701153,0.000419939,0.0009162207,0.0008120149,0.023004,0.01045688,0.01774833,0.00741573,0.005457106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006043977,"about_ca_system_score_gemma":0.01372715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003635322,"about_ca_topic_score_gemma":0.003864378,"domain_scores_codex":[0.9803114,0.01229546,0.0003608127,0.001845396,0.002968206,0.002218684],"domain_scores_gemma":[0.9729224,0.01122683,0.001167603,0.003794024,0.004557947,0.006331179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005763275,0.0005028944,0.003482797,0.0005434459,0.00006288162,0.0009918368,0.103887,0.0007806694,0.001373081,0.4974247,0.16727,0.223623],"study_design_scores_gemma":[0.00004979061,0.0001716326,0.001052796,0.0004190193,0.000023115,0.0004663874,0.03178217,0.0008176686,0.001009663,0.1872692,0.7768989,0.00003954958],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02932974,0.00217698,0.0878524,0.2768778,0.004470141,0.0006156877,0.0001229513,0.001091394,0.597463],"genre_scores_gemma":[0.7288998,0.00286204,0.08559999,0.04089531,0.001138752,0.0008654807,0.0002045903,0.0009351455,0.138599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02002676,"threshold_uncertainty_score":0.1059129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07767661470516864,"score_gpt":0.3322367236513396,"score_spread":0.254560108946171,"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."}}