{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002201961,0.00005371637,0.00005940586,0.00006509577,0.0003980813,0.0001105781,0.00002740913,0.00003005598,0.00005911966],"category_scores_gemma":[0.0001766474,0.00005760595,0.00000649814,0.00008422809,0.00003114479,0.0002064523,0.0000112088,0.00003967154,0.00001318202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000354487,"about_ca_system_score_gemma":0.000458317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002157048,"about_ca_topic_score_gemma":0.0002670476,"domain_scores_codex":[0.99952,0.00001940151,0.00009708432,0.0001852553,0.00007187938,0.0001063797],"domain_scores_gemma":[0.9996638,0.00005934327,0.00004620959,0.00004486152,0.00008308117,0.0001026896],"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":[0.00001228494,0.0001116244,0.1214217,0.00006471322,0.0000175098,1.399268e-8,0.04485247,2.265932e-7,0.0002303815,0.01751625,0.04426912,0.7715037],"study_design_scores_gemma":[0.0002128201,0.00001423654,0.30516,0.0001053809,0.00000873634,0.00000549537,0.01521536,0.00000180714,0.0001725224,0.001141829,0.6778313,0.0001305309],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755698,0.0004148307,0.00001070967,0.01106879,0.001631124,0.0003276441,0.000001047766,0.00002843048,0.01094759],"genre_scores_gemma":[0.9239185,0.0002936486,0.0046133,0.0003009601,0.0005223558,0.00004038981,0.00001250795,0.000006158309,0.07029219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7713732,"threshold_uncertainty_score":0.3061759,"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."}}