{"id":"W4403429896","doi":"10.15173/ijsap.v8i2.5784","title":"The student-teacher experience as a model for students as partners (SaP) and for enhancing student engagement among Japanese students","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Student engagement; Mathematics education; Psychology; Student teacher; Pedagogy; Medical education; Medicine; Teacher education","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007055525,0.000462662,0.0004156064,0.0002730603,0.004026155,0.005499966,0.003199158,0.0001528531,0.00005161436],"category_scores_gemma":[0.00132037,0.000360289,0.0003801355,0.0002409079,0.000368857,0.0009203862,0.001038456,0.0005175011,0.0000220091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510011,"about_ca_system_score_gemma":0.0004767694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004146156,"about_ca_topic_score_gemma":0.002197991,"domain_scores_codex":[0.9921924,0.0004210504,0.0009893365,0.0008036559,0.004709403,0.0008841508],"domain_scores_gemma":[0.9967028,0.001138305,0.0004155491,0.0002556251,0.001028995,0.0004587246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001563591,0.002252739,0.1548174,0.0000605717,0.003955872,0.0001034405,0.7928331,0.001360135,0.0005133835,0.02255327,0.01075428,0.009232242],"study_design_scores_gemma":[0.01073743,0.002066266,0.02537611,0.001160885,0.0007058192,0.00004425862,0.6564994,0.008341839,0.0002719446,0.008829623,0.2842365,0.00172991],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850736,0.0006629933,0.002727692,0.001959347,0.004798948,0.003182826,0.00003647909,0.0001102834,0.001447776],"genre_scores_gemma":[0.9587988,0.0008497573,0.0001992411,0.0004878337,0.001127514,0.001584837,0.00001862095,0.0000702473,0.0368631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2734822,"threshold_uncertainty_score":0.9998849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07277000285116624,"score_gpt":0.5906006858187027,"score_spread":0.5178306829675365,"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."}}