{"id":"W4283452342","doi":"10.36510/learnland.v15i1.1077","title":"An Arts-Based Exploration of Classroom Management Through Portraiture","year":2022,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Practicum; The arts; Bachelor; Pedagogy; Mathematics education; Psychology; Arts in education; Visual arts education; Teacher education; Sociology; Visual arts; Art; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0009523109,0.00006059156,0.0000827126,0.0000699255,0.0008342065,0.00004651524,0.0001795648,0.00003053937,0.0006784017],"category_scores_gemma":[0.0001013276,0.00006437778,0.00003309882,0.000323854,0.00003552017,0.0007124993,0.00002670759,0.0002359168,0.000006946791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008995667,"about_ca_system_score_gemma":0.00008557078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002220744,"about_ca_topic_score_gemma":0.000189517,"domain_scores_codex":[0.998475,0.0005983308,0.0001347414,0.0001798534,0.0004487962,0.0001632651],"domain_scores_gemma":[0.9994608,0.0001094639,0.0002181951,0.0001266053,0.00005577319,0.00002920434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002557941,0.001167551,0.1553576,0.00008738544,0.0001178654,0.00001546872,0.253814,0.2760925,0.002024346,0.2227802,0.001922906,0.08636438],"study_design_scores_gemma":[0.0003162562,0.0002817153,0.009744534,0.00001050279,0.00004082821,5.622358e-7,0.1140797,0.001390944,0.0003191521,0.01047777,0.8631663,0.0001717524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5075442,0.0001862805,0.01718695,0.005451131,0.0009521272,0.0004857982,0.000003437621,0.000242236,0.4679478],"genre_scores_gemma":[0.9934555,0.00002816046,0.005327912,0.0001300659,0.0001396028,0.00007498974,0.0000428482,0.00001026682,0.0007906993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8612434,"threshold_uncertainty_score":0.7428023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04643724345045544,"score_gpt":0.392491380528328,"score_spread":0.3460541370778726,"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."}}