{"id":"W2594954928","doi":"10.21810/strm.v8i2.223","title":"Introduction: Celebrating Graduate Scholarship","year":2016,"lang":"en","type":"article","venue":"Stream Interdisciplinary Journal of Communication","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Scholarship; Champion; Session (web analytics); Graduate students; Media studies; Politics; Pleasure; Sociology; Library science; Political science; Psychology; Pedagogy; Law; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007712648,0.0001306175,0.0002417683,0.0001944647,0.0005694119,0.0001396573,0.000581324,0.00002316897,0.001547522],"category_scores_gemma":[0.0001511846,0.00007770903,0.0001873525,0.00005540036,0.0004135728,0.001135712,0.0004235127,0.0002467076,0.00006359754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007946856,"about_ca_system_score_gemma":0.00002832209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005063854,"about_ca_topic_score_gemma":0.0002198609,"domain_scores_codex":[0.998661,0.0002122333,0.0005912671,0.0001079959,0.00028275,0.0001446872],"domain_scores_gemma":[0.9979889,0.0001685601,0.0006405886,0.0005393515,0.0006142652,0.00004834495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003950454,0.0007688915,0.002011336,0.0000486966,0.001710173,0.00003844261,0.1626266,0.00005251823,0.003268206,0.3080405,0.1194673,0.4015722],"study_design_scores_gemma":[0.004301122,0.002802223,0.007617068,0.003989921,0.001528784,0.0006210949,0.3954414,0.00009477778,0.01100331,0.3711409,0.1997137,0.001745756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7686958,0.002880519,0.0007968954,0.08943035,0.00146127,0.0001417821,0.00001778289,0.00007154307,0.1365041],"genre_scores_gemma":[0.9943768,0.000216269,0.0005402511,0.00003382484,0.002041231,0.000003893639,0.000004556856,0.00001501674,0.002768203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3998265,"threshold_uncertainty_score":0.9993652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04798528528175972,"score_gpt":0.3229908290906359,"score_spread":0.2750055438088762,"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."}}