{"id":"W4247611825","doi":"10.1142/s0219030315000105","title":"BIOBOARD","year":2015,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Political science; Economic growth; Geography; Development economics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008009128,0.0001945052,0.0003575688,0.0003393785,0.00007911613,0.00003454809,0.0002478634,0.0002429512,0.0002181626],"category_scores_gemma":[0.0005279301,0.0001381425,0.0001001154,0.0009518238,0.0003962026,0.0001113719,0.00007632012,0.0004582331,0.001109906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331953,"about_ca_system_score_gemma":0.0005233728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003347608,"about_ca_topic_score_gemma":0.00002817336,"domain_scores_codex":[0.9976681,0.00004754495,0.0002822165,0.0004670072,0.000935431,0.0005996812],"domain_scores_gemma":[0.9979442,0.00003721731,0.00005865001,0.0007413634,0.0002070673,0.00101148],"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":[0.0004713317,0.000428098,0.01667129,0.00008801633,0.00006941488,0.0005246775,0.002012643,9.65306e-7,0.1022365,0.001107978,0.6302381,0.246151],"study_design_scores_gemma":[0.002752917,0.001081745,0.003175812,0.00009904857,0.00004699681,0.000360344,0.01146045,0.0001428832,0.05294007,0.0003352168,0.9273677,0.0002368087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2739272,0.002635419,0.001807111,0.07267172,0.002197326,0.001479636,0.00001587649,0.0006919706,0.6445737],"genre_scores_gemma":[0.9690189,0.0003532295,0.003339281,0.00121975,0.0008786013,0.00002297551,0.00002840342,0.00003434237,0.02510456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6950917,"threshold_uncertainty_score":0.9996678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07494597459467674,"score_gpt":0.3408959319270387,"score_spread":0.265949957332362,"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."}}