{"id":"W2335011111","doi":"10.1108/09504120910935327","title":"NextBio","year":2009,"lang":"en","type":"article","venue":"Reference Reviews","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000581454,0.0001685627,0.0003951518,0.00005647865,0.00005557515,0.00003524982,0.0002935207,0.00005490573,0.000836723],"category_scores_gemma":[0.0001947155,0.0001205719,0.0000977024,0.0003840484,0.00002395609,0.0001718149,0.00001811489,0.0001644053,0.09229305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006100984,"about_ca_system_score_gemma":0.00002919754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000486622,"about_ca_topic_score_gemma":0.000005783003,"domain_scores_codex":[0.9987352,0.0001571715,0.0003746423,0.000266841,0.0001636974,0.0003024829],"domain_scores_gemma":[0.9990761,0.00001461232,0.0001511334,0.0005949404,0.00003967011,0.0001235723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004992854,0.00005729194,0.0001220245,0.00002794798,0.000002524559,0.000003552836,0.0000375777,2.371904e-7,0.01016323,0.01577085,0.05305933,0.9207504],"study_design_scores_gemma":[0.00008424796,0.00005380539,0.004333021,0.0001751259,0.00001409416,0.000009229614,0.000002134738,0.000009288701,0.0002219458,0.001391857,0.9935459,0.0001593758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01567592,0.1637903,0.0003102051,0.0007714296,0.0001448207,0.001473821,0.00002034763,0.0006095244,0.8172037],"genre_scores_gemma":[0.834345,0.1407406,0.01148514,0.003454942,0.000427252,0.00009030374,0.00008619635,0.0000881955,0.009282374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9404866,"threshold_uncertainty_score":0.9161531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1833422134421314,"score_gpt":0.379687591447805,"score_spread":0.1963453780056736,"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."}}