{"id":"W4411891353","doi":"10.1186/s12909-025-07440-z","title":"The universal interprofessional education Q tool (U-IPEQ) for student learning– a pilot trial in the human anatomical dissection space","year":2025,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; Hamilton Health Sciences; McMaster University","funders":"McMaster University","keywords":"Medical education; Space (punctuation); Dissection (medical); Medicine; Medical physics; Psychology; Computer science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02943039,0.001313004,0.00147238,0.0008406109,0.001492977,0.001329212,0.001587954,0.002106125,0.00492317],"category_scores_gemma":[0.03116711,0.0009857063,0.001892911,0.0008093363,0.002102705,0.003194461,0.002582246,0.003429307,0.0009659496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001872667,"about_ca_system_score_gemma":0.005960942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003990205,"about_ca_topic_score_gemma":0.003574335,"domain_scores_codex":[0.9860289,0.009140933,0.000890083,0.001131586,0.001570754,0.001237881],"domain_scores_gemma":[0.9782546,0.01091236,0.001926645,0.00194443,0.004123006,0.002839025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2748032,0.4769416,0.06326069,0.002650609,0.0007699465,0.0004078208,0.01396532,0.004823995,0.005683902,0.001343976,0.003398369,0.1519505],"study_design_scores_gemma":[0.08169858,0.8373209,0.06435566,0.0002816115,0.0003183151,0.00007758883,0.003796915,0.004120492,0.003435643,0.0005268332,0.00391837,0.0001490835],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787729,0.00007537166,0.001317701,0.0001498451,0.00007965011,0.01850419,0.0002253202,0.00004276675,0.000832177],"genre_scores_gemma":[0.946789,0.0001547747,0.008596388,0.0002603015,0.00005669018,0.04250826,0.0004636289,0.00002420008,0.001146851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02943039,"threshold_uncertainty_score":0.1556447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0283232377919702,"score_gpt":0.5041924616919686,"score_spread":0.4758692238999984,"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."}}