{"id":"W2184719777","doi":"10.36510/learnland.v3i1.312","title":"Commentary: On the Road to Literacy: Before the Three R’s Come the Three F’s","year":2009,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Themes in Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vision; Friendship; Fantasy; Literacy; Disadvantage; Psychology; Sociology; Developmental psychology; Social psychology; Aesthetics; Pedagogy; Literature; Political science; Art; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005357264,0.0002344213,0.0002094283,0.00006651437,0.00167677,0.0009886158,0.0008427126,0.00003969472,0.001596994],"category_scores_gemma":[0.0000780964,0.00009048511,0.0001872796,0.0001252348,0.0001142038,0.0001459241,0.00009978313,0.0005741854,0.000249774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002332621,"about_ca_system_score_gemma":0.000006093669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001692004,"about_ca_topic_score_gemma":0.004555928,"domain_scores_codex":[0.9986782,0.0001805356,0.0002289729,0.0002375925,0.0003425271,0.0003321496],"domain_scores_gemma":[0.9987472,0.0003627866,0.000113836,0.0006573152,0.00007339051,0.00004548118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001123258,0.000118202,0.00977243,0.000008984862,0.0003941871,0.0000104085,0.2318637,0.001578753,0.00001180901,0.419726,0.2445255,0.09187768],"study_design_scores_gemma":[0.0001370618,0.0003046279,0.007437813,0.00005969614,0.00008476877,0.000002392612,0.002137284,0.00142085,0.00000525398,0.009338923,0.9789261,0.0001452065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3898802,0.001005863,0.00008644255,0.5378625,0.0006505292,0.000629367,0.00003250216,0.0002622313,0.06959037],"genre_scores_gemma":[0.9514304,0.000004799819,0.00001826407,0.04163576,0.001913667,0.00002807784,0.00003165003,0.00002128983,0.00491612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7344006,"threshold_uncertainty_score":0.9996229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183231565486463,"score_gpt":0.2348650151205852,"score_spread":0.2230326994657206,"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."}}