{"id":"W4253542798","doi":"10.1142/s0219030317000210","title":"BIOBOARD","year":2017,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Biological Research and Disease Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Family medicine; Medicine; Human immunodeficiency virus (HIV); Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00110009,0.001545249,0.0007073652,0.00138247,0.00140477,0.00542338,0.001140532,0.002768197,0.7626827],"category_scores_gemma":[0.00293462,0.0005671162,0.0006533954,0.001185353,0.000524142,0.002753993,0.00202888,0.002573714,0.6043097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183856,"about_ca_system_score_gemma":0.002142868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964515,"about_ca_topic_score_gemma":0.005817513,"domain_scores_codex":[0.9988137,0.0001145213,0.00006421062,0.0002288903,0.0006502811,0.0001284787],"domain_scores_gemma":[0.9975175,0.0002236261,0.0001173215,0.0002802846,0.001145348,0.0007158977],"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":[0.00008102856,0.00003161857,0.0001464942,0.0001260409,0.000005366108,0.0001576349,0.00004989588,0.0000450911,0.0009638668,0.003719067,0.9026642,0.09200975],"study_design_scores_gemma":[0.000004531803,0.00001251851,0.0001082613,0.00002143149,0.000001210986,0.00005721101,0.00002308188,0.00001932812,0.0001511471,0.0002362277,0.9993626,0.000002395086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006159588,0.003370955,0.001175892,0.009371747,0.006825902,0.0001498599,0.003427904,0.001791291,0.9732705],"genre_scores_gemma":[0.001598835,0.00137771,0.0004439605,0.001921673,0.000382438,0.00003493292,0.002177266,0.0003122729,0.9917509],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2373173,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274364825723318,"score_gpt":0.3107034922855427,"score_spread":0.2832670097132109,"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."}}