{"id":"W4206589334","doi":"10.1080/09658416.2021.1996583","title":"Learning from Tina: a case study with a selective speaker","year":2022,"lang":"en","type":"article","venue":"Language Awareness","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prairie Bible Institute","funders":"","keywords":"Psychology; Sociocultural evolution; Semiotics; Multimodality; Girl; Pedagogy; Mathematics education; Developmental psychology; Linguistics; Sociology","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":[0.002163533,0.001216001,0.001074782,0.001655861,0.01173266,0.002776402,0.002538183,0.004218155,0.003056391],"category_scores_gemma":[0.007619663,0.0005527284,0.001170522,0.0008712864,0.004516423,0.001936435,0.005124682,0.005009246,0.0006419001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002949709,"about_ca_system_score_gemma":0.003087647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006151006,"about_ca_topic_score_gemma":0.01620567,"domain_scores_codex":[0.997603,0.0008659594,0.0001473293,0.000311287,0.0005051487,0.0005672286],"domain_scores_gemma":[0.9966267,0.001129408,0.0004156684,0.0001451763,0.0001971934,0.001485748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001129378,0.001263341,0.02792179,0.0003525516,0.00004253446,0.6471954,0.2885778,0.0005546691,0.002994724,0.004612695,0.002134455,0.02423715],"study_design_scores_gemma":[0.00002133483,0.0007416321,0.0124113,0.0002764555,0.00005979143,0.5698259,0.3878796,0.001665003,0.002873689,0.002144736,0.02199387,0.0001067357],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858127,0.0004030922,0.001968023,0.002970961,0.0001665831,0.0001861885,0.00005343336,0.00005086782,0.008388185],"genre_scores_gemma":[0.9845175,0.0008566729,0.003651403,0.000653719,0.0001084532,0.0001344375,0.00004555295,0.00004822311,0.009983993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01173266,"threshold_uncertainty_score":0.02140176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0164863640409927,"score_gpt":0.2915978958735564,"score_spread":0.2751115318325637,"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."}}