{"id":"W4387665384","doi":"10.15173/ijsap.v7i2.5416","title":"Three models for embracing student expertise in the development of pedagogical partnership programs","year":2023,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Andrew W. Mellon Foundation","keywords":"General partnership; Development (topology); Mathematics education; Engineering ethics; Sociology; Computer science; Pedagogy; Political science; Psychology; Engineering; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.004138635,0.0001099246,0.0001550303,0.0001727945,0.0007125816,0.0003049433,0.001094977,0.00005423681,0.00001059857],"category_scores_gemma":[0.000349402,0.00007761351,0.0001227972,0.000257511,0.00007799135,0.0002370327,0.0001342015,0.00014656,0.000005111143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003822144,"about_ca_system_score_gemma":0.0003331495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008665856,"about_ca_topic_score_gemma":0.003054455,"domain_scores_codex":[0.9972194,0.0001399948,0.000490532,0.0001762629,0.00166273,0.0003111074],"domain_scores_gemma":[0.9989106,0.0002881867,0.0002068075,0.00007448978,0.0004396455,0.00008028868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004780584,0.0009438939,0.04646644,0.00001220443,0.0002646677,0.00002389166,0.7928717,0.001468714,0.00009932067,0.07341386,0.00283049,0.08112678],"study_design_scores_gemma":[0.007347953,0.0008777982,0.04016997,0.0006245129,0.00006998602,0.00001387709,0.6756449,0.006373674,0.0002188475,0.09001962,0.1778687,0.0007701041],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985363,0.00005177005,0.006815459,0.00239416,0.0007884602,0.0009063336,0.000003552306,0.00003249923,0.003644765],"genre_scores_gemma":[0.9975796,0.00002343661,0.000808283,0.0001185898,0.00032841,0.0002879424,0.00001514862,0.00001025817,0.0008283588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750382,"threshold_uncertainty_score":0.5480673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3027614171023338,"score_gpt":0.6103801919074655,"score_spread":0.3076187748051317,"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."}}