{"id":"W7161989096","doi":"10.82308/33469","title":"Children speaking with children Visualizing engagement through contemporary Canadian picture books in French classrooms","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Active listening; Picture books; Visual literacy; Set (abstract data type); Qualitative research; Discourse analysis; Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007385731,0.0004847985,0.0005647557,0.0002625287,0.001994136,0.0003550065,0.00103808,0.0004952553,0.0005880772],"category_scores_gemma":[0.0001797034,0.0004258311,0.0001093931,0.0001794721,0.0002109184,0.000340077,0.00005990057,0.0009433395,0.0000255874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006385159,"about_ca_system_score_gemma":0.002003355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9189217,"about_ca_topic_score_gemma":0.9933882,"domain_scores_codex":[0.9969309,0.0002961018,0.0004051955,0.0007534742,0.000746004,0.0008683378],"domain_scores_gemma":[0.9985991,0.00005673121,0.000415615,0.0006060771,0.0001081531,0.0002143172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001988611,0.00006142016,0.5035815,0.0000496416,0.0006050183,0.000115786,0.4700965,0.00000533608,0.000002702332,0.006487978,0.0128692,0.006104945],"study_design_scores_gemma":[0.0007804635,0.00007136763,0.8123317,0.0005128008,0.00008594241,0.00000306187,0.1445962,8.98784e-7,0.00003064068,0.0004085968,0.04012336,0.001054918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1572381,0.001819768,0.00001332338,0.00020013,0.0008285625,0.00140829,0.00004625039,0.0001002392,0.8383453],"genre_scores_gemma":[0.9695585,0.0001111951,0.0004238289,0.0003578376,0.0007707585,0.00006834041,0.000955254,0.00006810133,0.02768622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8123204,"threshold_uncertainty_score":0.9998193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04118434162657951,"score_gpt":0.347718323890028,"score_spread":0.3065339822634485,"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."}}