{"id":"W2887594159","doi":"","title":"LibGuides: International College of Manitoba Students Help - All Text: Writing","year":2016,"lang":"en","type":"libguides","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; World Wide Web; Computer science; Library science; Media studies; Sociology; Pedagogy; Linguistics; Medicine; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004014916,0.0004631933,0.0008240534,0.0004686731,0.0001972917,0.0002224017,0.001461773,0.0001389893,0.02307858],"category_scores_gemma":[0.0001506213,0.0003220144,0.0004375976,0.00003891463,0.000557546,0.0003228172,0.0007584335,0.0002220496,0.0003790564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001178464,"about_ca_system_score_gemma":0.00006644734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00099615,"about_ca_topic_score_gemma":0.01107638,"domain_scores_codex":[0.9967606,0.00006568148,0.001053619,0.0004975286,0.001235072,0.0003874993],"domain_scores_gemma":[0.9979948,0.0002426422,0.0006175659,0.0004815185,0.0006022943,0.00006122106],"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":[0.00001169691,0.0001588869,0.0005403145,0.0001236348,0.003057554,0.0000560573,0.003233803,2.483553e-7,0.000005119057,0.1173302,0.8735279,0.00195458],"study_design_scores_gemma":[0.0003763104,0.00005017048,0.00005659333,0.0007839404,0.0004030044,0.000002908367,0.03998683,0.000002663683,0.00003436295,0.001321324,0.9565651,0.0004167259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001067989,0.001684206,0.0000132454,0.001431388,0.003849495,0.0002876743,0.005404597,0.0001372514,0.9861242],"genre_scores_gemma":[0.0578724,0.001853432,0.0002527736,0.001421556,0.01184113,0.00007441503,0.0005571441,0.0001421322,0.925985],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1160089,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03422675728805073,"score_gpt":0.3085228379670885,"score_spread":0.2742960806790377,"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."}}