{"id":"W4413402654","doi":"10.3390/educsci15081077","title":"Score Your Way to Clinical Reasoning Excellence: SCALENEo Online Serious Game in Physiotherapy Education","year":2025,"lang":"en","type":"article","venue":"Education Sciences","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Erasmus+; Université du Québec à Chicoutimi","keywords":"Excellence; Psychology; Medical education; Computer science; Applied psychology; Physical therapy; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001010973,0.0001342618,0.0003073505,0.0003322111,0.0001110223,0.00006888068,0.0002531204,0.0001041354,0.0001271154],"category_scores_gemma":[0.02088612,0.0001112265,0.0000876891,0.001540915,0.0002435045,0.0001063168,0.00004078124,0.0002236805,0.00006981107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052367,"about_ca_system_score_gemma":0.003784141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005805704,"about_ca_topic_score_gemma":0.00009880752,"domain_scores_codex":[0.998129,0.0001015334,0.0005798511,0.0005731833,0.0003457071,0.0002707158],"domain_scores_gemma":[0.9970559,0.001991299,0.0001234904,0.0003476952,0.0002229332,0.0002586096],"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":[0.00003799719,0.001908576,0.4531464,0.00001677998,0.000005505116,8.940179e-7,0.0004736854,0.00002802803,0.0001024254,0.0006304972,0.008161312,0.5354879],"study_design_scores_gemma":[0.0004539364,0.0002704429,0.9830915,0.005100033,0.00001778417,0.000006970866,0.002315988,0.0002110506,0.0001467021,0.001277022,0.006975411,0.0001331513],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688322,0.001310872,0.0001094047,0.02157775,0.003237236,0.0004505852,0.000002373155,0.00004432744,0.004435269],"genre_scores_gemma":[0.975982,0.0005229742,0.006609604,0.008291796,0.0006787562,0.00007060583,0.00002104814,0.000008324906,0.007814958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5353547,"threshold_uncertainty_score":0.9873614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05648068966927888,"score_gpt":0.4984392087665095,"score_spread":0.4419585190972307,"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."}}