{"id":"W2777601725","doi":"10.36510/learnland.v9i2.778","title":"It Is All Part of the Process: Becoming Pedagogical Through Artful Inquiry","year":2016,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Class (philosophy); Pedagogy; Process (computing); Mathematics education; The arts; Teaching method; Sociology; Team teaching; Psychology; Computer science; Epistemology; Political science; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001330599,0.00009360176,0.0001196064,0.0000201465,0.0002635819,0.00004117799,0.0001429822,0.00003039659,0.00843591],"category_scores_gemma":[0.00009214916,0.00004470628,0.000058529,0.00002217978,0.0001055207,0.0001363167,0.00004820656,0.00009770411,0.0002000525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001045071,"about_ca_system_score_gemma":0.0000529383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006866855,"about_ca_topic_score_gemma":0.00006416305,"domain_scores_codex":[0.9992581,0.00004829018,0.0002026284,0.0001479542,0.0001794221,0.0001636172],"domain_scores_gemma":[0.9995543,0.0001084096,0.0001198915,0.0001174669,0.00007156936,0.00002839393],"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":[0.00001724354,0.0000773244,0.01897846,0.0000379512,0.00004798588,5.406129e-7,0.8289683,0.000009801026,0.00003879051,0.01371669,0.1347048,0.003402157],"study_design_scores_gemma":[0.0001926126,0.00002531388,0.0008313195,0.00009443255,0.00001013836,0.000001010338,0.02447372,0.000005850436,0.0003325408,0.00159008,0.9723471,0.0000958836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.795765,0.0001634863,0.00009207346,0.04550922,0.001158968,0.0001662729,0.000005272157,0.0001096492,0.15703],"genre_scores_gemma":[0.9432989,0.00003305161,0.00003938596,0.00330923,0.0004814937,0.00001468417,0.000002105816,0.00001059957,0.05281056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8376424,"threshold_uncertainty_score":0.9924705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1259521666613332,"score_gpt":0.3361289977903479,"score_spread":0.2101768311290147,"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."}}