{"id":"W2902707816","doi":"10.15173/ijsap.v2i2.3370","title":"Student reviewers of teaching practice: Reflections on the design & experience of participants","year":2018,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"General partnership; Medical education; Online course; Psychology; Pedagogy; Mathematics education; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00462802,0.00007817255,0.0001171232,0.00008315442,0.0007736122,0.0001560299,0.000799673,0.00002758472,0.0003956884],"category_scores_gemma":[0.004786307,0.00005609712,0.00009519162,0.0001075049,0.0002159889,0.0003081285,0.00005597809,0.0001894961,0.00003365288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001831108,"about_ca_system_score_gemma":0.0001889716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002402794,"about_ca_topic_score_gemma":0.00007448697,"domain_scores_codex":[0.9971439,0.0006620472,0.0004366116,0.0001252946,0.001435397,0.0001968133],"domain_scores_gemma":[0.9972493,0.001041851,0.0005624338,0.0001363247,0.0009158939,0.00009421392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007983469,0.003018975,0.0177571,0.000009885474,0.001683043,0.000005959205,0.5717453,0.0004998597,0.001130691,0.3175178,0.07697751,0.008855544],"study_design_scores_gemma":[0.0003085916,0.0002549649,0.002219539,0.0001066159,0.00005944482,0.00000385502,0.0724296,0.000002479741,0.0003010862,0.0008329171,0.9234015,0.00007942606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8589144,0.0001508507,0.01115267,0.02850098,0.01157731,0.001230789,0.000008651999,0.00002694334,0.08843736],"genre_scores_gemma":[0.9927831,0.0004630279,0.002084431,0.0009077267,0.0005286127,0.00006695816,7.77451e-7,0.00000754219,0.003157884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.846424,"threshold_uncertainty_score":0.5950078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3995176123077735,"score_gpt":0.6914490911774587,"score_spread":0.2919314788696852,"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."}}