{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05862671,0.00132016,0.001073636,0.003054906,0.005366884,0.007276897,0.0037697,0.003850311,0.07299658],"category_scores_gemma":[0.05382595,0.0008729604,0.001156418,0.002601872,0.006646415,0.00578734,0.008388973,0.004241678,0.01888504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005917795,"about_ca_system_score_gemma":0.01867611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449905,"about_ca_topic_score_gemma":0.005483067,"domain_scores_codex":[0.9290944,0.05057776,0.003185719,0.006897867,0.008092081,0.002152264],"domain_scores_gemma":[0.950561,0.02498881,0.00214687,0.010929,0.008569775,0.002804582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000698242,0.001842813,0.003350592,0.00417832,0.00008798305,0.0005234324,0.0629738,0.00182582,0.003350378,0.331991,0.1046064,0.4845712],"study_design_scores_gemma":[0.000327434,0.0005976931,0.001287832,0.002448452,0.00003713549,0.0002791419,0.03003216,0.0006902423,0.001490957,0.09311146,0.8696414,0.00005609661],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02420771,0.00248192,0.1879902,0.01817195,0.003878202,0.03678858,0.003113996,0.001058772,0.7223086],"genre_scores_gemma":[0.2610114,0.002744674,0.4387111,0.0111277,0.0004576975,0.06621512,0.003143642,0.000420651,0.216168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07299658,"threshold_uncertainty_score":0.3100514,"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."}}