{"id":"W7022746160","doi":"","title":"1006144.pdf","year":2019,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Utah State University","keywords":"Generality; Higher education; Discipline; TRACE (psycholinguistics); Academic writing; Perspective (graphical); Professional writing; Discourse analysis; Graduate students","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006183897,0.00103306,0.0008524445,0.002291384,0.001242672,0.00756676,0.00132868,0.001815097,0.9379809],"category_scores_gemma":[0.002758068,0.0005851106,0.0007767865,0.002407697,0.0004530745,0.003513638,0.002901797,0.001765721,0.9353384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008305293,"about_ca_system_score_gemma":0.0009213515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001914228,"about_ca_topic_score_gemma":0.002135684,"domain_scores_codex":[0.9993343,0.00006341682,0.00004052132,0.0001106066,0.0003656343,0.00008555473],"domain_scores_gemma":[0.998348,0.0002577204,0.00006491876,0.0002459649,0.0007754521,0.0003080173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003542939,0.00004003405,0.0001498098,0.0001667271,0.000003467982,0.00005031552,0.00003558661,0.00004864234,0.0003193103,0.001908798,0.8441355,0.1531063],"study_design_scores_gemma":[0.000007525249,0.00001200473,0.0003564935,0.00009201677,0.000001159606,0.00005395645,0.00003762398,0.00003051256,0.0001167728,0.0004519582,0.9988337,0.00000617231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002967053,0.00068377,0.0006724495,0.0005891428,0.001703046,0.0001045545,0.007068834,0.002306861,0.9865746],"genre_scores_gemma":[0.0008874831,0.0005323997,0.0004826589,0.0004361453,0.0002440185,0.00005310916,0.004285594,0.0009481859,0.9921305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06201911,"threshold_uncertainty_score":0.08846265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486062382529509,"score_gpt":0.2650133411073881,"score_spread":0.250152717282093,"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."}}