{"id":"W2526353629","doi":"","title":"WHAT VIDEO CAMES HAVE TO TEACH US ABOUT LEARNING AND LITERACY (Author: Gee, James Paul)","year":2003,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l'éducation de McGill","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Gee; Literacy; Mathematics education; Computer science; Media studies; Sociology; Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00163364,0.0007956874,0.0004733317,0.001954655,0.002214651,0.004948289,0.0008120175,0.00271221,0.06817432],"category_scores_gemma":[0.003136854,0.0005655659,0.0003549649,0.002488375,0.001118875,0.007384463,0.002015522,0.002370201,0.02421724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001426164,"about_ca_system_score_gemma":0.001824804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02476332,"about_ca_topic_score_gemma":0.05616553,"domain_scores_codex":[0.9994111,0.000147357,0.00004453346,0.00008789944,0.0002367511,0.00007238151],"domain_scores_gemma":[0.9983088,0.000543281,0.0001596876,0.0000397399,0.0005451377,0.0004033178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001348304,0.00001480483,0.0001427094,0.0004998419,0.00000404819,0.00005410286,0.001326965,0.00002125831,0.0001024333,0.001769153,0.8729176,0.1231336],"study_design_scores_gemma":[0.000005675942,0.00001809555,0.001370124,0.001423156,0.000006873789,0.0001944769,0.001588074,0.00001127101,0.00007802989,0.0004928557,0.9948021,0.000009400123],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001333471,0.7106223,0.001106396,0.1001536,0.0392604,0.0001240238,0.0005430153,0.0003579623,0.1464989],"genre_scores_gemma":[0.0199235,0.4644633,0.00153317,0.03893667,0.01385231,0.0002101406,0.0005147912,0.0002641289,0.460302],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06817432,"threshold_uncertainty_score":0.2280658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300944616276153,"score_gpt":0.3840675408254492,"score_spread":0.253973079197834,"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."}}