{"id":"W4253408651","doi":"10.4324/9781315269474-8","title":"Word problems as social texts","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Word (group theory); Linguistics; Computer science; History; Natural language processing; Psychology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006743505,0.0006952838,0.000241779,0.00168314,0.002490322,0.006859443,0.0005609241,0.001423377,0.01124147],"category_scores_gemma":[0.00292247,0.0001488826,0.0002285394,0.00165604,0.01009104,0.007797421,0.003103222,0.002105524,0.002258005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002035828,"about_ca_system_score_gemma":0.001124401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000901555,"about_ca_topic_score_gemma":0.001403209,"domain_scores_codex":[0.9987397,0.0006663665,0.00005065479,0.0001363252,0.0003137895,0.0000932109],"domain_scores_gemma":[0.9984768,0.0009670892,0.0001567466,0.0001204219,0.0001316826,0.0001472891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009907073,0.00002381053,0.0002390141,0.0001448241,0.000003055497,0.0001827267,0.04213874,0.0001373347,0.0005260004,0.8963994,0.01725268,0.04294246],"study_design_scores_gemma":[0.000005840157,0.00002007839,0.0005139037,0.0002541744,0.00000264299,0.0003503832,0.01108704,0.0002105689,0.0003850446,0.1540747,0.8330869,0.000008538213],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02816342,0.0188507,0.008560435,0.007366527,0.001203011,0.00007825117,0.0001169765,0.0001458034,0.9355148],"genre_scores_gemma":[0.5542827,0.01747677,0.007941073,0.002000745,0.00136429,0.0002483102,0.0003634428,0.0003548043,0.4159678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01124147,"threshold_uncertainty_score":0.03760648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0727204923209837,"score_gpt":0.2867946489643581,"score_spread":0.2140741566433744,"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."}}