{"id":"W4403674120","doi":"10.20360/langandlit29726","title":"Pulled In All Directions","year":2024,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Literacy; Sociology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004400476,0.001413006,0.0008067979,0.001512346,0.01389419,0.01326724,0.001897148,0.006849329,0.1337753],"category_scores_gemma":[0.0219884,0.0008264222,0.001355486,0.0008242005,0.006191954,0.01206884,0.0148072,0.01409009,0.120283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002406555,"about_ca_system_score_gemma":0.006488451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008106533,"about_ca_topic_score_gemma":0.0154444,"domain_scores_codex":[0.9928949,0.002500802,0.0003343305,0.0009618039,0.002117721,0.001190278],"domain_scores_gemma":[0.9903758,0.0008288922,0.0005867717,0.001064609,0.004017507,0.003126426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000752152,0.00009697176,0.003607444,0.0003194514,0.00006277541,0.001292951,0.05128009,0.00009646427,0.001729926,0.05257136,0.7537261,0.1351412],"study_design_scores_gemma":[0.000005546142,0.00001948351,0.0003796323,0.0002602307,0.00001015195,0.0002844208,0.02411128,0.00002292072,0.0001695528,0.005251122,0.9694593,0.0000263988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01289626,0.005316321,0.0181259,0.3075122,0.0573469,0.0004271732,0.0007827761,0.001841704,0.5957507],"genre_scores_gemma":[0.06998672,0.003372607,0.01276844,0.1309408,0.00256712,0.0002775256,0.000687629,0.001744271,0.7776548],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1337753,"threshold_uncertainty_score":0.4475231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267922251950237,"score_gpt":0.3441880429621206,"score_spread":0.3315088204426183,"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."}}