{"id":"W3143203498","doi":"10.29173/iasl7662","title":"Action Research","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Craft; Action research; Action (physics); Context (archaeology); Reflection (computer programming); Pedagogy; Psychology; Sociology; Engineering ethics; Computer science; Engineering; Visual arts; Art","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003963668,0.0001025798,0.0001154568,0.0001185296,0.0004344402,0.0008303022,0.0001487187,0.00005598136,0.003672538],"category_scores_gemma":[0.0003054354,0.00009331842,0.00003747882,0.000112998,0.000201202,0.001057503,0.0000562841,0.0003181637,0.0005252045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004731241,"about_ca_system_score_gemma":0.0002833852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001774265,"about_ca_topic_score_gemma":0.0001375851,"domain_scores_codex":[0.9988132,0.00002121523,0.0001715608,0.0002830033,0.0003750701,0.0003359692],"domain_scores_gemma":[0.9962429,0.00005433046,0.000046762,0.00008191496,0.003467323,0.000106765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001119912,0.00006418575,0.0005257192,0.00006566538,0.000007733173,0.000001919957,0.9239854,1.10796e-8,0.00007437973,0.02677414,0.04141268,0.007076916],"study_design_scores_gemma":[0.00009021828,0.00005104685,0.0005796443,0.0000521263,0.000006077209,0.000006620135,0.747407,0.00002149746,0.00178283,0.009896423,0.2399979,0.0001086811],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958562,0.0001116349,0.000005409117,0.002616628,0.001104689,0.00008914764,0.00001502705,0.00008339716,0.03741204],"genre_scores_gemma":[0.9600897,0.00005418971,0.00005407643,0.0002715298,0.002157594,0.00003910506,0.00002898687,0.00001210175,0.03729268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1985852,"threshold_uncertainty_score":0.9972382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2340883664777871,"score_gpt":0.3779413662965553,"score_spread":0.1438529998187682,"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."}}