{"id":"W3095803121","doi":"10.5430/ijhe.v10n1p122","title":"Multidisciplinary Higher Education Strategies in Small Groups of Health and Social Sciences","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Novelty; Multidisciplinary approach; Competence (human resources); Psychology; Small group learning; Higher education; Medical education; Mathematics education; Sample (material); Perception; Pedagogy; Social psychology; Sociology; Social science; Medicine; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00372784,0.000454493,0.0003519786,0.0009840581,0.0010202,0.001349777,0.001071929,0.0005147519,0.003882302],"category_scores_gemma":[0.008973954,0.0001900984,0.0003937788,0.0004391887,0.000690527,0.0008187672,0.003349591,0.0004998797,0.0008093544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005590674,"about_ca_system_score_gemma":0.001702332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002393466,"about_ca_topic_score_gemma":0.0008274289,"domain_scores_codex":[0.996778,0.002018956,0.0001004559,0.0003732477,0.0003398778,0.000389668],"domain_scores_gemma":[0.9914408,0.004111424,0.001176212,0.000578263,0.0003828009,0.00231054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006727921,0.02290836,0.08155933,0.001226913,0.0001187604,0.0007254996,0.06445062,0.001115208,0.01919856,0.003136703,0.002760324,0.802127],"study_design_scores_gemma":[0.0009974083,0.02509443,0.7028801,0.001182441,0.0001698348,0.001584218,0.1504978,0.00756999,0.02327679,0.01935086,0.06721569,0.0001805194],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898449,0.0001514327,0.004283762,0.0003082447,0.00002387027,0.0003353192,0.000009246375,0.00004923949,0.004993897],"genre_scores_gemma":[0.99048,0.000110577,0.007055819,0.0001128814,0.00002366261,0.0003556466,0.00002272494,0.000004387473,0.001834242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003882302,"threshold_uncertainty_score":0.01971495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08952237731170165,"score_gpt":0.4297938085617511,"score_spread":0.3402714312500494,"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."}}