{"id":"W2777870288","doi":"10.36510/learnland.v3i1.314","title":"Commentary: Elementary Students Discuss Literacy","year":2009,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Reading (process); Mathematics education; Value (mathematics); The Internet; Psychology; Information literacy; Resource (disambiguation); Pedagogy; Computer science; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0003564083,0.0001015377,0.0001122447,0.00007092178,0.0001481113,0.0002053916,0.0006224503,0.00002243523,0.00004521705],"category_scores_gemma":[0.00004556441,0.00007903256,0.00004301219,0.0001688515,0.000006689461,0.0003885372,0.0001030992,0.0001912582,0.00003674327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002180676,"about_ca_system_score_gemma":0.00001617458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001470153,"about_ca_topic_score_gemma":0.00000240129,"domain_scores_codex":[0.9989485,0.000147322,0.0001479455,0.000234562,0.0003015914,0.0002200663],"domain_scores_gemma":[0.9994432,0.0001424469,0.00006130125,0.0002212555,0.00003100299,0.000100842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001218421,0.000429745,0.3597541,0.00001027334,0.00003808192,0.00002027477,0.008756539,0.0001233295,0.0004823945,0.004139351,0.0138864,0.6123474],"study_design_scores_gemma":[0.0009534355,0.0004545838,0.3514712,0.00007902309,0.00001778251,0.00001536072,0.0004053859,0.003451842,0.0005770262,0.005996175,0.6362042,0.0003739173],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132266,0.0003471271,0.03420814,0.05013693,0.0006978079,0.0001606204,0.000001348406,0.0002421404,0.0009792777],"genre_scores_gemma":[0.8035161,0.00006128138,0.1860283,0.009357619,0.0003586768,0.00001116612,0.00003199339,0.000006760656,0.0006280568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6223179,"threshold_uncertainty_score":0.3222854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01159203134452931,"score_gpt":0.3295279855094342,"score_spread":0.3179359541649049,"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."}}