{"id":"W4396723691","doi":"10.29173/isotl694","title":"Learning About Trauma, Online: What Works and What Is?","year":2024,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Mount Royal University","funders":"Carnegie Foundation for the Advancement of Teaching","keywords":"Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001334654,0.000165535,0.0002313398,0.00009202674,0.0001262196,0.0007037435,0.00004791712,0.00005982833,0.0001802524],"category_scores_gemma":[0.00005847318,0.0001409983,0.00008834747,0.0001547286,0.000119355,0.001936633,0.00005764174,0.0005261985,0.00005064144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000201168,"about_ca_system_score_gemma":0.00003117376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001574466,"about_ca_topic_score_gemma":0.000005564833,"domain_scores_codex":[0.999036,0.00002049743,0.0001858797,0.0003287746,0.00016861,0.0002602266],"domain_scores_gemma":[0.9995965,0.00009435959,0.00002447453,0.0001317238,0.00006693242,0.00008604089],"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":[0.00002019484,0.00002103045,0.001521741,0.0001960428,0.0001520618,0.0001629819,0.01454963,0.000002449938,0.0002969587,0.00006307396,0.006931928,0.9760819],"study_design_scores_gemma":[0.001202067,0.0004519256,0.00643809,0.02721203,0.0005562898,0.0003094026,0.1809392,0.003950572,0.001357718,0.0004184055,0.7765176,0.0006465958],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3289738,0.636399,0.00007597354,0.03067979,0.002018962,0.000115309,0.000002120037,0.000320629,0.001414454],"genre_scores_gemma":[0.7773006,0.2169879,0.0006261526,0.002335335,0.0006711651,0.000009628361,0.00002696908,0.00004375552,0.00199851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9754353,"threshold_uncertainty_score":0.6786215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155374003877852,"score_gpt":0.3185841983538596,"score_spread":0.3030467979660744,"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."}}