{"id":"W4396858304","doi":"10.15173/ijsap.v8i1.5559","title":"Teacher candidates as student partners in decoding the disciplines research","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Decoding methods; Psychology; Mathematics education; Pedagogy; Computer science; Sociology; Telecommunications","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002485925,0.0001506782,0.0001384612,0.0004025778,0.0007034941,0.003303141,0.0009573529,0.00003643415,0.001629473],"category_scores_gemma":[0.0003613119,0.00009443399,0.0001440908,0.00006600912,0.0001494974,0.0003261977,0.0001906436,0.0008418932,0.0002186217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415768,"about_ca_system_score_gemma":0.00009950133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008659898,"about_ca_topic_score_gemma":0.002525133,"domain_scores_codex":[0.9976529,0.0001876183,0.0003729747,0.0002510583,0.001154776,0.000380618],"domain_scores_gemma":[0.9989134,0.0006181722,0.00007044619,0.0001118446,0.0002006299,0.00008549047],"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":[0.0003443159,0.0005274224,0.08442322,0.00003618811,0.00178572,0.0009700921,0.5513081,0.0008379277,0.0000777882,0.2329082,0.07557376,0.0512073],"study_design_scores_gemma":[0.0008215538,0.0001548161,0.002003247,0.0003667688,0.00003587269,0.0001156386,0.1421178,0.0008740362,0.00002296178,0.004552944,0.8487018,0.0002326004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578508,0.00111164,0.00001337163,0.005588475,0.003924323,0.0002225803,0.000008256523,0.00004743244,0.03123312],"genre_scores_gemma":[0.9356567,0.00008045825,0.000009734751,0.0003783631,0.00264249,0.00006737853,0.00001536458,0.00002980754,0.06111976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.773128,"threshold_uncertainty_score":0.9992832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148762311885975,"score_gpt":0.5865553018929022,"score_spread":0.4716790707043047,"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."}}