{"id":"W3037532184","doi":"10.20360/langandlit29514","title":"Becoming a (Re)Searcher: Negotiating Literacies and Uncertainty","year":2020,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Scholarship; Literacy; Negotiation; Narrative; Sociology; Pedagogy; Indigenous; Information literacy; Mathematics education; Psychology; Social science; Political science; Literature; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.0001132153,0.0001310205,0.0001533304,0.00004994764,0.0002492656,0.0008947959,0.00005718299,0.0000278096,0.00077728],"category_scores_gemma":[0.0001326568,0.0001073313,0.00002948762,0.00003911388,0.00008990962,0.0007235212,0.00005332154,0.0001564743,0.00001975067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008415966,"about_ca_system_score_gemma":0.0000186262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006357029,"about_ca_topic_score_gemma":0.00004003345,"domain_scores_codex":[0.9992079,0.00005340331,0.0001903185,0.0002254744,0.0001059242,0.0002169635],"domain_scores_gemma":[0.9994314,0.0001934762,0.00005725332,0.0001001865,0.00006088756,0.0001567722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001541023,0.00001595862,0.00128929,0.0001303966,0.00001219544,0.00001447741,0.9588454,0.000001037817,0.00003844986,0.002043068,0.0007715394,0.0368228],"study_design_scores_gemma":[0.0006228755,0.0001283347,0.001207423,0.0001465489,0.00003715463,0.000009371603,0.7738824,0.004193373,0.00005055314,0.0004979489,0.2188759,0.0003480891],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890794,0.006191892,0.00001258269,0.002164611,0.0002517073,0.000109932,0.00003159672,0.0000675381,0.002090783],"genre_scores_gemma":[0.9924867,0.0000863395,0.0002170811,0.003414496,0.001974193,0.00001158326,0.00006837225,0.0000150767,0.001726191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2181044,"threshold_uncertainty_score":0.8628538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03841342372201457,"score_gpt":0.2870574822914302,"score_spread":0.2486440585694157,"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."}}