{"id":"W4361271307","doi":"10.1007/s44020-023-00030-w","title":"Learning to become teacher researchers: a sandbox approach","year":2023,"lang":"en","type":"article","venue":"The Australian Journal of Language and Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Saint Vincent University; Niagara College","funders":"","keywords":"Craft; Context (archaeology); Reading (process); Resource (disambiguation); Process (computing); Publishing; Set (abstract data type); Quality (philosophy); Informal learning; Project commissioning; Literacy; Qualitative research; Pedagogy; Psychology; Mathematics education; Computer science; Sociology; Visual arts; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001135466,0.00009452311,0.0001459673,0.0002094066,0.000223076,0.0004747228,0.0002018401,0.00002432197,0.0009233041],"category_scores_gemma":[0.0001792753,0.00005639202,0.00006637909,0.0001213863,0.00008028405,0.000467422,0.0000330479,0.0004001324,0.00009505919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001644449,"about_ca_system_score_gemma":0.00003123096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000121924,"about_ca_topic_score_gemma":0.000004517018,"domain_scores_codex":[0.9990088,0.0001644581,0.0002618806,0.00009543228,0.0002205712,0.0002488607],"domain_scores_gemma":[0.9993641,0.0001248554,0.0001094645,0.0001292019,0.0001190877,0.0001532844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003636529,0.00002882844,0.0008972646,0.00003352923,0.0000310496,0.00002834408,0.9622121,0.00000828715,0.00004824849,0.0001413357,0.01893576,0.01759886],"study_design_scores_gemma":[0.0003339968,0.0002492043,0.00502675,0.0001365616,0.00003493187,0.00006920587,0.8028416,0.00004930771,0.00004027014,0.0003879535,0.1906978,0.0001324097],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945242,0.0003465217,0.000003541049,0.003475991,0.0003120511,0.00008310402,0.000003824111,0.00002189301,0.001228818],"genre_scores_gemma":[0.9399145,0.0000288137,0.00009501593,0.0002317971,0.002475641,0.00000429371,0.00001124196,0.00001349322,0.05722521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.171762,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08145853205429512,"score_gpt":0.3477794032960324,"score_spread":0.2663208712417372,"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."}}