{"id":"W4239119724","doi":"10.15273/pnsis.v48i2.6667","title":"BIO Voyage of Discovery Book Ad","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009516009,0.000990884,0.001071567,0.003221715,0.002010869,0.007664123,0.001374882,0.002011184,0.4289652],"category_scores_gemma":[0.002766774,0.0007499233,0.0007191929,0.002800921,0.0007082485,0.002541481,0.001728678,0.002796107,0.3176872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003156326,"about_ca_system_score_gemma":0.003821295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01769381,"about_ca_topic_score_gemma":0.04309892,"domain_scores_codex":[0.9992052,0.00005018045,0.0000181389,0.00008734241,0.0005361575,0.0001030292],"domain_scores_gemma":[0.9981768,0.0002680495,0.00005235723,0.0002616641,0.0008041051,0.0004370005],"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":[0.00002883126,0.000008013545,0.00003188862,0.00005861742,0.000002211823,0.00002974745,0.00000911379,0.00002342742,0.0002558666,0.001724673,0.9609285,0.036899],"study_design_scores_gemma":[0.0000037496,0.000005780589,0.0001125413,0.00002527732,0.000001463537,0.00004007579,0.000008114612,0.00002225569,0.00006667101,0.0004660021,0.9992456,0.000002503965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005405787,0.02061312,0.001866948,0.008764018,0.02735514,0.0001339212,0.003878322,0.00283682,0.9340111],"genre_scores_gemma":[0.0009687849,0.002280333,0.00033146,0.0009619335,0.0007786098,0.00001923607,0.0009903333,0.000285351,0.9933839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5710348,"threshold_uncertainty_score":0.8145119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900187589410084,"score_gpt":0.2705122167396329,"score_spread":0.251510340845532,"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."}}