{"id":"W4390930256","doi":"10.19080/asm.2023.08.555749","title":"Students Selecting Higher Face-to-Face Instructional Delivery Report Higher Levels of Learning Interactions and Outcomes","year":2023,"lang":"en","type":"article","venue":"Annals of Social Sciences & Management studies","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Psychology; Exploratory research; Face-to-face; Modalities; Mathematics education; Higher education; Modality (human–computer interaction); Blended learning; Medical education; Computer science; Educational technology; Medicine; Human–computer interaction; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005113951,0.0001271027,0.0002935786,0.0003380744,0.002228996,0.0001015592,0.0003660359,0.00003507126,0.00009301334],"category_scores_gemma":[0.0008809763,0.0001195061,0.00008122785,0.00130326,0.0006889532,0.0007515873,0.0005486906,0.0001354459,0.00001917612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004964983,"about_ca_system_score_gemma":0.00004215677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006890498,"about_ca_topic_score_gemma":0.0002807246,"domain_scores_codex":[0.9970431,0.0003558136,0.0004464287,0.0003438349,0.001487666,0.0003231284],"domain_scores_gemma":[0.9983577,0.0006135018,0.0005716832,0.00007244724,0.0003383994,0.00004632999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003521739,0.0002195644,0.7341055,0.0001695805,0.002043347,0.00001819908,0.1106318,0.002131768,0.0001486042,0.09258465,0.02320608,0.03470567],"study_design_scores_gemma":[0.0001265252,0.00005243451,0.8585908,0.00005186048,0.00006019908,2.623342e-7,0.0886587,0.000007201198,0.00002679668,0.002226481,0.05005337,0.00014535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405041,0.0001103495,0.00001473174,0.03734686,0.0008944887,0.0002813351,0.000003886733,0.0001049545,0.02073927],"genre_scores_gemma":[0.977122,0.0004830278,0.0005378915,0.0002456965,0.0001059937,0.00002243493,0.000001016328,0.00000656551,0.02147536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1244853,"threshold_uncertainty_score":0.99907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4147570501315354,"score_gpt":0.5613449762373791,"score_spread":0.1465879261058437,"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."}}