{"id":"W1594180956","doi":"10.2307/1602201","title":"Through a Class Darkly: Visual Literacy in the Classroom","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Literacy; Visual literacy; Mathematics education; Psychology; Pedagogy; Sociology; Philosophy; Epistemology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001005879,0.0001746801,0.0002038674,0.0006318636,0.0003652459,0.0005154854,0.0004310234,0.0000789341,0.0009344483],"category_scores_gemma":[0.0006481406,0.0001542517,0.00009667936,0.0003351682,0.0001297103,0.001218669,0.000003460506,0.0003999406,0.00003622792],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0022531,"about_ca_system_score_gemma":0.008770577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07683957,"about_ca_topic_score_gemma":0.7247129,"domain_scores_codex":[0.9982483,0.0002320333,0.0006263366,0.0001890307,0.0001064573,0.0005978805],"domain_scores_gemma":[0.9978775,0.0001868244,0.0004055152,0.0002705487,0.000777062,0.0004825837],"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":[0.000008857645,0.000116397,0.006278688,0.0000354976,0.00001299366,0.00001736828,0.9178244,0.000008974657,0.000003928503,0.01801403,0.04770949,0.00996932],"study_design_scores_gemma":[0.0001516043,0.00007629112,0.01143641,0.0001628831,0.00003259003,0.0003693872,0.3489845,0.00003581804,0.000003613341,0.008056197,0.6305404,0.0001502063],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623254,0.0007874634,0.00003119054,0.01894611,0.009429763,0.0002075121,0.00001188467,0.000005603691,0.008255049],"genre_scores_gemma":[0.9859727,0.00006217316,0.0001296071,0.004855087,0.005269093,0.00004180685,0.00009507563,0.00002414174,0.003550294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6478733,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05052422225566956,"score_gpt":0.293249851640545,"score_spread":0.2427256293848754,"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."}}