{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001498365,0.00002887672,0.00003421571,0.00007028322,0.00006008818,0.0001733494,0.00002236489,0.00002011992,0.0005688596],"category_scores_gemma":[0.00003861174,0.00002551409,0.00001179738,0.0001726993,0.00001578296,0.0001578603,0.000007351238,0.00005520276,0.00006158472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000205276,"about_ca_system_score_gemma":0.00007359142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002402544,"about_ca_topic_score_gemma":0.0009979587,"domain_scores_codex":[0.9996714,0.00003298156,0.00005990675,0.00008534641,0.00005831382,0.00009203683],"domain_scores_gemma":[0.9998548,0.00005379969,0.000004648174,0.00003511638,0.000007679512,0.00004394309],"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":[8.701454e-7,0.00001767453,0.003365997,0.000007467566,0.000005440569,0.00002961642,0.8246154,6.50757e-8,0.00002561151,0.01072619,0.002263948,0.1589417],"study_design_scores_gemma":[0.00005188728,0.000003305006,0.03502025,0.00004013722,0.000002270476,0.00000155726,0.01179165,0.000007552589,0.0000103851,0.0006260824,0.9523868,0.00005815131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9125963,0.009095991,0.000007711959,0.004483872,0.0004183291,0.00007574201,0.000001535295,0.00009068637,0.07322987],"genre_scores_gemma":[0.9784063,0.0003859365,0.0002504352,0.0005880655,0.0001904498,0.000007455148,0.000005753112,0.000002978288,0.02016265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9501228,"threshold_uncertainty_score":0.6228613,"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."}}