{"id":"W2260670875","doi":"","title":"A Curious Traveler's Guide to Uni 101","year":2009,"lang":"en","type":"article","venue":"Divergent/Convergent","topic":"American and British Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001235213,0.0002965105,0.000380088,0.0002157946,0.0003530063,0.0002391005,0.00037774,0.00004930602,0.02306497],"category_scores_gemma":[0.00002797202,0.0002765352,0.0003362442,0.0001982969,0.0001025895,0.0001987728,0.00006801061,0.0001459011,0.00193335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008691352,"about_ca_system_score_gemma":0.00004584463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008045913,"about_ca_topic_score_gemma":0.0003546374,"domain_scores_codex":[0.9980744,0.00005254295,0.0004539386,0.0004776609,0.0004108184,0.0005306164],"domain_scores_gemma":[0.9988954,0.00001496605,0.0001061759,0.000393526,0.0002101951,0.0003797561],"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":[0.00006649404,0.0004364467,0.0006496925,0.00001688028,0.0003136257,0.0001860408,0.02341714,0.00001963851,0.0005916483,0.06809562,0.8688329,0.03737383],"study_design_scores_gemma":[0.00030962,0.0002683654,0.002003234,0.00002682606,0.0001020248,0.000005604271,0.00155141,0.00004467626,0.0002705389,0.0004019038,0.9945946,0.00042123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3217545,0.003569754,0.001202953,0.01353937,0.006282562,0.001264814,0.0006036739,0.0008725928,0.6509097],"genre_scores_gemma":[0.8936716,0.0001738399,0.0002211707,0.01336768,0.0009688216,0.00001813676,0.0001039541,0.00002634673,0.09144843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5719171,"threshold_uncertainty_score":0.9999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192895740013078,"score_gpt":0.2325189292334477,"score_spread":0.2205899718333169,"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."}}