{"id":"W3109875226","doi":"10.1558/jalpp.40427","title":"Inscribed objects in professional practices","year":2017,"lang":"en","type":"article","venue":"Journal of Applied Linguistics and Professional Practice","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inscribed figure; Semiotics; Reflexivity; Conversation; Linguistics; Constitution; Relevance (law); Sociology; Variety (cybernetics); Epistemology; Computer science; Philosophy; Law; Social science; Mathematics; Artificial intelligence; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001952012,0.0001873299,0.0004028977,0.0001777574,0.001098078,0.0004316554,0.000388981,0.00007569406,0.0002484973],"category_scores_gemma":[0.01943874,0.0001320574,0.00007126746,0.00002744723,0.000380067,0.0003450068,0.0002572032,0.0008361678,0.00001337722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003278155,"about_ca_system_score_gemma":0.0003115702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009745228,"about_ca_topic_score_gemma":0.0003360387,"domain_scores_codex":[0.9982278,0.0001059658,0.0006513599,0.000194632,0.0005908224,0.000229473],"domain_scores_gemma":[0.9936444,0.001330272,0.00383706,0.0002651912,0.0008246204,0.00009846544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001436072,0.0008595682,0.0007381719,0.0001188894,0.0003855803,0.0003714951,0.03955696,0.00001455735,0.00009890537,0.9395493,0.01338347,0.003486999],"study_design_scores_gemma":[0.001293954,0.0001253308,0.001353564,0.0003989415,0.0003397203,0.00002577579,0.06617033,0.00006205323,0.00004748373,0.01855252,0.9113564,0.0002738728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03865048,0.001247175,0.000003588747,0.005086825,0.009867328,0.0002331809,0.00001412947,0.00001160095,0.9448857],"genre_scores_gemma":[0.9893302,0.0002856831,0.001316331,0.0008484474,0.004169843,0.000007785988,0.000002786567,0.00001890736,0.004020049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9506797,"threshold_uncertainty_score":0.988821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04370054267949771,"score_gpt":0.3771662252157357,"score_spread":0.333465682536238,"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."}}