{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002112764,0.0000855773,0.000127712,0.00007307206,0.0009861256,0.00005711659,0.0001689717,0.00002689903,0.0004152483],"category_scores_gemma":[0.00007491138,0.00007828391,0.00002020682,0.0005487085,0.00006058444,0.00009967208,0.0001705842,0.0002240773,0.0000131438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125319,"about_ca_system_score_gemma":0.0001916692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0474763,"about_ca_topic_score_gemma":0.04521314,"domain_scores_codex":[0.9989755,0.0001827083,0.00008762573,0.000251636,0.0002824601,0.0002201309],"domain_scores_gemma":[0.9996521,0.0000992206,0.00005286156,0.0001202648,0.00003294172,0.00004263192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007556951,0.0003165955,0.5157805,0.000001507987,0.00007204747,0.01869423,0.4503338,0.00006545832,0.00002529484,0.0003415972,0.0001431017,0.01415023],"study_design_scores_gemma":[0.0006985667,0.0003396385,0.009928069,0.000003751206,0.00002016804,0.0001915945,0.9824014,0.00001416246,0.0000620548,0.0001643512,0.005952918,0.0002233234],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987348,0.00007548279,0.00005584649,0.0001032469,0.00007672307,0.0002753265,0.000005014831,0.000273178,0.01178715],"genre_scores_gemma":[0.9976255,7.199253e-7,0.00006084035,0.00006627287,0.00006446292,0.00007547701,0.00001274194,0.00001266378,0.002081307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5320676,"threshold_uncertainty_score":0.9722092,"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."}}