{"id":"W3034155134","doi":"10.36315/2019v2end061","title":"INTERACTIONS AND TEXT PRODUCTION: BENEFITS FOR BOYS AND GIRLS","year":2019,"lang":"en","type":"article","venue":"Education and new developments","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Punctuation; Spelling; Context (archaeology); Vocabulary; Narrative; Psychology; Quality (philosophy); Syntax; Mathematics education; Linguistics; Computer science; Natural language processing; Artificial intelligence; History","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":[0.001165037,0.0004374013,0.0005285426,0.0007892689,0.001796302,0.002761214,0.0005617231,0.0005477476,0.006095095],"category_scores_gemma":[0.005379529,0.0002637933,0.0004291567,0.0004112888,0.0008083169,0.001157859,0.003459902,0.0007086361,0.0009074702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000463252,"about_ca_system_score_gemma":0.0005601112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366271,"about_ca_topic_score_gemma":0.002535046,"domain_scores_codex":[0.997933,0.0007954887,0.0001710255,0.0004388535,0.00041937,0.0002422406],"domain_scores_gemma":[0.9970901,0.0009218312,0.0008015855,0.0001622588,0.0002218072,0.0008023304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001361114,0.001773725,0.4530031,0.001455228,0.0002189162,0.004658385,0.2178482,0.0002275583,0.03646285,0.00167375,0.002844735,0.2784725],"study_design_scores_gemma":[0.00007180018,0.001567646,0.8646216,0.0003298992,0.000157496,0.004118383,0.09953104,0.0002045881,0.004960475,0.0008731135,0.02352516,0.00003891991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895174,0.0007109172,0.0005001936,0.0002608378,0.00002266647,0.00003727935,0.0001179259,0.00003105075,0.008801763],"genre_scores_gemma":[0.9945598,0.0004795199,0.001217202,0.00003269482,0.00002189283,0.00005067395,0.00009847817,0.00002064986,0.003519012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006095095,"threshold_uncertainty_score":0.02039009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0434272079482626,"score_gpt":0.3518335797107761,"score_spread":0.3084063717625135,"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."}}