{"id":"W2721945749","doi":"","title":"From Our Students: Gifty Arthur","year":2014,"lang":"en","type":"article","venue":"Intersections Canadian Journal of Music","topic":"American and British Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History; Mathematics education; Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001351933,0.00009473741,0.0001989219,0.0004031486,0.0002223591,0.0003874658,0.0002519401,0.00002737602,0.003902222],"category_scores_gemma":[0.00005267836,0.00008540569,0.0002029771,0.00007684201,0.00009558952,0.0002406572,0.000008057527,0.0002423672,0.00009868942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007940052,"about_ca_system_score_gemma":0.0001273516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06595267,"about_ca_topic_score_gemma":0.6201359,"domain_scores_codex":[0.9992161,0.00006354331,0.0002963206,0.00009762905,0.0001509101,0.0001754481],"domain_scores_gemma":[0.999137,0.00002246627,0.0001709197,0.0001262232,0.000237542,0.0003058679],"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":[0.00003240395,0.0001290383,0.007787289,0.00000853301,0.001263871,0.0003009062,0.2132036,0.00005048707,0.00007005982,0.01140944,0.7288639,0.0368805],"study_design_scores_gemma":[0.0003546863,0.0002084747,0.002202533,0.0001206475,0.0001648258,0.00008575518,0.09186563,0.00002809881,0.00001032709,0.001339942,0.9034292,0.0001898557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435742,0.0002602103,0.0006547848,0.002341143,0.005189308,0.00004946794,0.0001112482,0.00001705018,0.04780253],"genre_scores_gemma":[0.9919488,0.000002643737,0.0000448655,0.001690748,0.003615697,0.000001094715,0.000006951393,0.0000116396,0.002677514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5541832,"threshold_uncertainty_score":0.9970083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449802428867587,"score_gpt":0.2174696398702464,"score_spread":0.2029716155815705,"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."}}