{"id":"W4280640427","doi":"10.15173/ijsap.v6i1.5129","title":"Partnership in fostering socially just pedagogies","year":2022,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia; Carleton University","funders":"","keywords":"General partnership; Sociology; Pedagogy; Engineering ethics; Psychology; Political science; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002652865,0.00009785131,0.0001298944,0.0002278065,0.001692957,0.0004159372,0.001036813,0.00003277211,0.000393872],"category_scores_gemma":[0.0005771277,0.0001039034,0.0001090719,0.0001901298,0.00007369451,0.0002853359,0.0006002874,0.0003361885,0.00001030901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422046,"about_ca_system_score_gemma":0.0006038953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005598253,"about_ca_topic_score_gemma":0.00171882,"domain_scores_codex":[0.9972466,0.0003639449,0.00033404,0.0001722207,0.00158437,0.000298798],"domain_scores_gemma":[0.9992205,0.0001788802,0.0002054706,0.00005685536,0.0002441388,0.00009418733],"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":[0.001034917,0.001124602,0.2565162,0.000009039432,0.0004370839,0.000441506,0.436621,0.00367411,0.0003438741,0.2048593,0.04552709,0.04941126],"study_design_scores_gemma":[0.00177105,0.0002070604,0.008011947,0.00003135951,0.00001445723,0.00002236546,0.1630224,0.00005280461,0.0000177747,0.01542745,0.8111782,0.0002430893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199895,0.0001217288,0.0001679299,0.01328732,0.004735976,0.0003589404,0.00001733154,0.00005527243,0.06126598],"genre_scores_gemma":[0.9869489,0.00007601933,0.0001370545,0.0006191319,0.0006908507,0.00006984235,0.000008802375,0.00001266033,0.01143672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7656511,"threshold_uncertainty_score":0.9996067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1735581712778304,"score_gpt":0.6063359982027555,"score_spread":0.4327778269249252,"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."}}