{"id":"W4313450390","doi":"10.29173/isotl607","title":"Learning about our Disciplinary Reading through Interdisciplinary Conversations","year":2022,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"Mount Royal University","keywords":"Dialogic; Scholarship; Discipline; Reading (process); Framing (construction); Pedagogy; Set (abstract data type); Sociology; Psychology; Computer science; Political science; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009516228,0.00009895652,0.0001207278,0.00007747547,0.00412608,0.0001404718,0.0003094537,0.00002770586,0.0009570922],"category_scores_gemma":[0.0002221429,0.0001154778,0.00006654529,0.0003829711,0.0001405876,0.0003204568,0.000560505,0.0005201193,0.0001219285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481928,"about_ca_system_score_gemma":0.0003450857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001785132,"about_ca_topic_score_gemma":0.00001859738,"domain_scores_codex":[0.9983291,0.0003487761,0.0002162227,0.0002693444,0.0004687912,0.0003677622],"domain_scores_gemma":[0.9994703,0.0001526348,0.00007730224,0.0001315648,0.00006806191,0.0001001408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001666605,0.0001357645,0.01464084,0.00001301951,0.00003195073,0.00002562422,0.7617127,0.0002356289,0.0000642072,0.1990437,0.01711676,0.006963116],"study_design_scores_gemma":[0.00019164,0.00005832373,0.00241285,0.00004153879,0.0000163282,0.000007665365,0.6826162,0.000178792,0.00001980274,0.03786175,0.2763467,0.0002483212],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1346508,0.0002833263,0.003407357,0.4050279,0.006865229,0.0004558692,0.00001174461,0.001088929,0.4482089],"genre_scores_gemma":[0.9823615,0.00001516053,0.003410534,0.000959197,0.0002829033,0.0000844241,0.00002700552,0.00001921687,0.01284008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8477107,"threshold_uncertainty_score":0.9999562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03816651728952695,"score_gpt":0.3939035090093798,"score_spread":0.3557369917198528,"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."}}