{"id":"W3086274963","doi":"10.14288/1.0394108","title":"Multimodal academic discourse socialization : an ethnographic multiple-case study of geoscience students’ poster presentations at a Canadian university","year":2020,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ethnography; Socialization; Sociology; Pedagogy; Media studies; Mathematics education; Psychology; Social science; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001327595,0.00006281407,0.000261607,0.0001307622,0.001194642,0.00009124612,0.000507916,0.00005689951,0.0003046937],"category_scores_gemma":[0.00003604594,0.0001763327,0.0001108944,0.0002871859,0.0009474687,0.0007724678,0.0002524845,0.000142597,0.000005211805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007236756,"about_ca_system_score_gemma":0.0001035839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9348062,"about_ca_topic_score_gemma":0.9985892,"domain_scores_codex":[0.9987025,0.0001548848,0.0001510483,0.0003801093,0.0003815207,0.0002299429],"domain_scores_gemma":[0.9990665,0.00004213709,0.000188764,0.0001913063,0.0002811629,0.000230142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000242724,0.0005999017,0.6042275,0.00004348508,0.0003245454,0.001919041,0.374682,0.00008006892,0.00002315539,0.00002507103,0.0007869184,0.01726404],"study_design_scores_gemma":[0.0008766897,0.0001288582,0.4832717,0.00001733646,0.0002208543,0.00001133984,0.5148042,0.0004076508,7.564094e-8,0.000006048818,0.0001237146,0.0001315924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979701,0.00003648699,0.00004449775,0.0002023151,0.00007163561,0.0004151325,0.0005268175,0.00003772529,0.000695271],"genre_scores_gemma":[0.9988762,0.00002477576,0.000020362,0.00005135692,0.000048744,3.945595e-7,0.00003824583,0.00001024078,0.0009296687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1401222,"threshold_uncertainty_score":0.9188339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461648978302018,"score_gpt":0.2582442912978945,"score_spread":0.2236278015148743,"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."}}