{"id":"W2784732497","doi":"10.26034/tranel.2017.2874","title":"Observer et évaluer la qualité des interactions enseignant.e/enfants à l'école maternelle en Belgique pour soutenir le développement langagier des enfants de 4 ans : une étude exploratoire","year":2017,"lang":"en","type":"article","venue":"Travaux neuchâtelois de linguistique","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fédération Wallonie-Bruxelles","keywords":"Exploratory analysis; Context (archaeology); Psychology; Early childhood; Exploratory research; Developmental psychology; Humanities; Sociology; Geography; Computer science; Social science","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":[0.002903318,0.000600877,0.000364561,0.002124058,0.0007963554,0.001143694,0.0004298698,0.000738228,0.001935743],"category_scores_gemma":[0.004888402,0.0003030595,0.0004724579,0.0009444904,0.0005121668,0.0005963391,0.0007133234,0.0005177924,0.0006238513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001411966,"about_ca_system_score_gemma":0.001350672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05660689,"about_ca_topic_score_gemma":0.07221207,"domain_scores_codex":[0.9979023,0.0009606276,0.0001905415,0.0003245077,0.0003636974,0.000258316],"domain_scores_gemma":[0.9964696,0.0008158587,0.0009007379,0.0001105994,0.00129805,0.0004051126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006004477,0.0004647046,0.8613943,0.0004099997,0.0001302193,0.0009724902,0.02711497,0.0003759642,0.02066256,0.0001832118,0.0008025218,0.08688859],"study_design_scores_gemma":[0.00001353592,0.0005589366,0.985351,0.00005712963,0.00003528722,0.000348295,0.007951749,0.0004152468,0.002092007,0.00002678048,0.003128528,0.00002143248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953303,0.0008253103,0.00157281,0.00006799262,0.00002034908,0.0001532287,0.0005333691,0.00003482348,0.001461694],"genre_scores_gemma":[0.9849991,0.001172903,0.007474984,0.00003974638,0.00002423906,0.0003882131,0.0007547788,0.00001573756,0.005130262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05660689,"threshold_uncertainty_score":0.1125548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06532590553627876,"score_gpt":0.3882646851546492,"score_spread":0.3229387796183705,"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."}}