{"id":"W2093927226","doi":"10.1558/lhs.v9i3.307","title":"Looking out","year":2014,"lang":"en","type":"article","venue":"Linguistics and the Human Sciences","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systemic functional linguistics; Perspective (graphical); Rhetorical question; Sociology; Context (archaeology); Literacy; Linguistics; Curriculum; Pedagogy; Computer science; Philosophy; History","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":[0.002343863,0.0005243106,0.0003642876,0.001233796,0.01585159,0.009955487,0.001138288,0.003095562,0.04425371],"category_scores_gemma":[0.005825182,0.000342992,0.0004963386,0.001599892,0.009452063,0.007161784,0.004596675,0.005357182,0.00879758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261045,"about_ca_system_score_gemma":0.008798471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1413219,"about_ca_topic_score_gemma":0.3873059,"domain_scores_codex":[0.997587,0.0007854317,0.00006697461,0.0003427363,0.0005468267,0.0006711576],"domain_scores_gemma":[0.9968555,0.0009503532,0.0002272755,0.0003325508,0.0008816333,0.000752645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009419519,0.00002763345,0.004361381,0.0002889101,0.00001558749,0.001864733,0.5033556,0.0000919095,0.001604663,0.2437356,0.2043759,0.04018382],"study_design_scores_gemma":[0.000003123529,0.00001787823,0.001939837,0.0002370774,0.000009920565,0.0002435314,0.1453568,0.00003195394,0.0005276864,0.005593816,0.8460152,0.00002325851],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.111483,0.006766753,0.006024415,0.135795,0.008971123,0.0001110191,0.001079492,0.0001756752,0.7295935],"genre_scores_gemma":[0.3746274,0.003278107,0.001900968,0.02023389,0.000689918,0.0000475762,0.0005345474,0.0004969334,0.5981906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1413219,"threshold_uncertainty_score":0.2809988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03998715916665987,"score_gpt":0.3035851133669963,"score_spread":0.2635979542003364,"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."}}