{"id":"W4310102579","doi":"10.29173/iasl8552","title":"Digital Learning & Media","year":2022,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Psychology; Digital literacy; Focus group; Pedagogy; Medical education; Faculty development; Mathematics education; Sociology; 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":[0.0004905931,0.0003757399,0.0001773405,0.001843459,0.002414895,0.005565511,0.0006918042,0.000862637,0.2851299],"category_scores_gemma":[0.003117539,0.0001790466,0.0001798545,0.001677309,0.001085305,0.006337739,0.004228846,0.0009055479,0.09192123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008096328,"about_ca_system_score_gemma":0.0007536846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012771,"about_ca_topic_score_gemma":0.001699456,"domain_scores_codex":[0.9994645,0.0001120653,0.00004193134,0.00008413556,0.0002156462,0.00008179124],"domain_scores_gemma":[0.998464,0.0004402795,0.0001214985,0.0003439377,0.0002725534,0.0003576973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002135795,0.000165651,0.003250951,0.0005613873,0.000004887941,0.0006519679,0.003274259,0.00009664948,0.003803441,0.09935538,0.2971083,0.5915135],"study_design_scores_gemma":[0.00000395122,0.00001924978,0.001333793,0.00006887106,0.000001642828,0.0002558246,0.0006606986,0.00007338365,0.001143223,0.002533265,0.9938965,0.000009618334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006070629,0.0003677939,0.002424404,0.001279829,0.0008181332,0.000152153,0.002099878,0.001166352,0.9856208],"genre_scores_gemma":[0.0874493,0.00102479,0.006866135,0.001340497,0.0004507359,0.0004282605,0.002075415,0.0006099224,0.8997551],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2851299,"threshold_uncertainty_score":0.9538544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03903713606723896,"score_gpt":0.3153424584284568,"score_spread":0.2763053223612179,"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."}}