{"id":"W2100382600","doi":"10.30827/digibug.34797","title":"A Language Reinforcement Program: ¡10 minutos!","year":2015,"lang":"es","type":"article","venue":"ReiDoCrea Revista electrónica de investigación Docencia Creativa","topic":"Literacy and Educational Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Conversation; Class (philosophy); Focus (optics); Mathematics education; Focus on form; Psychology; Linguistics; Pedagogy; Computer science; Grammar; Communication; Artificial intelligence","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":[0.0004919244,0.0004017634,0.0002839213,0.0002682382,0.0005905055,0.0002972704,0.0007788122,0.0005139945,0.04534037],"category_scores_gemma":[0.001031537,0.0001250951,0.0002288479,0.0001143606,0.0002495226,0.0001967486,0.00106385,0.0008871077,0.00836857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004471453,"about_ca_system_score_gemma":0.0008160597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001141981,"about_ca_topic_score_gemma":0.00319716,"domain_scores_codex":[0.9998204,0.00004680846,0.000006747426,0.00004489196,0.00003603897,0.00004518282],"domain_scores_gemma":[0.9995385,0.00008607935,0.00003493704,0.00003634267,0.00005892526,0.0002451488],"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":[0.004059141,0.02370605,0.006598115,0.001090585,0.00003802084,0.0004898769,0.00302279,0.0005606641,0.03457972,0.003352625,0.1740392,0.7484632],"study_design_scores_gemma":[0.001930894,0.009862483,0.09404372,0.0002468065,0.00005051939,0.0004294134,0.001254515,0.001420711,0.01204448,0.001437784,0.8772181,0.00006044108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7658026,0.000880459,0.0214261,0.004713794,0.002416159,0.006354431,0.003382707,0.007339507,0.1876843],"genre_scores_gemma":[0.5965641,0.000693334,0.04480835,0.001929975,0.0004660981,0.007255096,0.002727131,0.0006147486,0.3449411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04534037,"threshold_uncertainty_score":0.1516787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04518520647698619,"score_gpt":0.3831865793782523,"score_spread":0.3380013729012661,"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."}}