{"id":"W3140156607","doi":"10.29173/iasl7782","title":"IASL Conferences","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Medical education; Face (sociological concept); Sample (material); Psychology; Medicine; Political science; Sociology; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006096768,0.0002395162,0.0003076494,0.0001284894,0.0008472978,0.00101589,0.0005443193,0.0001672132,0.004691812],"category_scores_gemma":[0.0004713562,0.0002436512,0.0001261349,0.0006948171,0.0004688531,0.0008593758,0.0002436345,0.0002659644,0.0003655464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008173692,"about_ca_system_score_gemma":0.001224424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001516577,"about_ca_topic_score_gemma":0.002127444,"domain_scores_codex":[0.9975461,0.00005537227,0.0003542083,0.0006065537,0.00073523,0.0007025131],"domain_scores_gemma":[0.9969885,0.00006742018,0.000146969,0.0001548375,0.002333113,0.0003091299],"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":[0.00001778316,0.0001584367,0.008403639,0.0000546088,0.00005526425,0.00003189341,0.2426693,5.181671e-7,0.00008533293,0.6922545,0.02162187,0.0346468],"study_design_scores_gemma":[0.0002684344,0.00006742247,0.003189602,0.0001034991,0.00003923422,0.000006195105,0.4976138,0.00007248948,0.0003752681,0.02575113,0.4720935,0.0004194683],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4391674,0.0002281814,0.0005896733,0.0165357,0.0005791239,0.0003277836,0.00003879346,0.0003776713,0.5421556],"genre_scores_gemma":[0.9782548,0.0005435735,0.0005916434,0.0007374857,0.0003853579,0.00005869892,0.00001973844,0.00001349672,0.01939522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6665034,"threshold_uncertainty_score":0.996218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03836582965916183,"score_gpt":0.3048222530642691,"score_spread":0.2664564234051072,"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."}}