{"id":"W2995184324","doi":"10.1089/bio.2019.29061.ljm","title":"Access ISBER Best Practice Education Online and Keep Your Practices Current","year":2019,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Genome Canada","funders":"","keywords":"Biobank; Watson; Best practice; Library science; Political science; Computer science; Biology; Law; Bioinformatics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01612775,0.0007455763,0.001153616,0.004118794,0.002804426,0.01084875,0.002028486,0.009210623,0.3669552],"category_scores_gemma":[0.1459677,0.0008259094,0.001295215,0.002603058,0.002810988,0.01286145,0.00917529,0.009367888,0.2273631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00194066,"about_ca_system_score_gemma":0.01051204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009166761,"about_ca_topic_score_gemma":0.004803708,"domain_scores_codex":[0.9852893,0.005007269,0.001118384,0.0008231319,0.006483644,0.001278264],"domain_scores_gemma":[0.8366238,0.04160794,0.009418388,0.01805499,0.04713653,0.04715826],"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":[0.0000342624,0.0003862856,0.0009132182,0.0002678231,0.00001485536,0.0001232485,0.000259675,0.00003884654,0.0001740164,0.001377425,0.7603957,0.2360145],"study_design_scores_gemma":[0.00005061546,0.00008879512,0.002117831,0.001339738,0.00002092477,0.0004810418,0.001019219,0.0001502632,0.0002940425,0.009490758,0.9848976,0.00004913381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005874365,0.007420764,0.01954387,0.4837016,0.05217743,0.0006353196,0.001651058,0.01017791,0.4188176],"genre_scores_gemma":[0.03545504,0.01435936,0.05328266,0.2150926,0.04020287,0.001221269,0.002484358,0.00566006,0.6322418],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3669552,"threshold_uncertainty_score":0.9029616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1470886723283515,"score_gpt":0.4710728984182536,"score_spread":0.3239842260899021,"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."}}