{"id":"W4400281106","doi":"10.20360/langandlit29743","title":"It takes a village","year":2024,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Reading and Literacy Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Literacy; Focus group; Government (linguistics); White (mutation); Nova scotia; Psychology; Pedagogy; Developmental psychology; Sociology; Linguistics; Anthropology; Ethnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007961531,0.0002591563,0.0001684634,0.0003056921,0.005821836,0.002538691,0.0003908674,0.0006592872,0.008649594],"category_scores_gemma":[0.002174861,0.0001347288,0.0001712576,0.0002744345,0.005013906,0.001544768,0.003048861,0.001221687,0.001018456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676503,"about_ca_system_score_gemma":0.002239934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01375364,"about_ca_topic_score_gemma":0.02422945,"domain_scores_codex":[0.9989827,0.0005011331,0.00002694413,0.0001220773,0.0001606979,0.000206521],"domain_scores_gemma":[0.9987628,0.0003046962,0.0001738046,0.0001668276,0.0001690026,0.0004228828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002814563,0.0001813512,0.03540365,0.0006916509,0.00008159986,0.01157689,0.4469437,0.0003475903,0.01944703,0.238887,0.04944978,0.1967083],"study_design_scores_gemma":[0.00004688531,0.0004721235,0.0229612,0.000567567,0.00004229576,0.005152988,0.1942922,0.0001996498,0.003374525,0.01887587,0.7539532,0.00006145844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5183418,0.002520039,0.01378568,0.02429696,0.001837126,0.0001934633,0.0002027607,0.0002982664,0.438524],"genre_scores_gemma":[0.9691983,0.0004610853,0.001190003,0.00143804,0.00005001371,0.0000252529,0.00002858217,0.0000264662,0.02758229],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01375364,"threshold_uncertainty_score":0.02893573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037092892638333,"score_gpt":0.3204635809298753,"score_spread":0.310092652003492,"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."}}