{"id":"W4235305783","doi":"10.1111/j.1423-0410.2010.01379.x","title":"Research and development","year":2010,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Library science; Philosophy; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001449012,0.00003373898,0.0000506259,0.00006834898,0.00006723841,0.00001044846,0.00002126013,0.00003321705,0.0002467149],"category_scores_gemma":[0.000006232716,0.00002743136,0.00000694636,0.00006313453,0.00004988224,0.00002487326,0.000009226322,0.000138096,0.0001632889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004683071,"about_ca_system_score_gemma":0.00008108883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002234751,"about_ca_topic_score_gemma":0.00002973949,"domain_scores_codex":[0.9995708,0.000007666813,0.0000570773,0.00009767961,0.000160013,0.0001067056],"domain_scores_gemma":[0.9997084,0.0000329651,0.000005527186,0.00008622091,0.00006559167,0.0001012719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007276292,0.0006335087,0.713299,0.0006960182,0.0004447851,0.0006478581,0.01706663,7.691787e-8,0.1274082,0.008466674,0.007691606,0.122918],"study_design_scores_gemma":[0.001004724,0.0001096187,0.9110617,0.00004686118,0.00003829661,0.00004399776,0.0003722627,0.000004686681,0.04486388,0.0002350503,0.04214641,0.00007251684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868509,0.0001038302,0.00001307204,0.0002924894,0.00006656982,0.00009898497,0.000002311475,0.0000231783,0.01254862],"genre_scores_gemma":[0.9976656,0.00002604535,0.001423786,0.00009924819,0.00009786504,0.000009623305,0.00002033594,0.000005439312,0.0006520496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1977627,"threshold_uncertainty_score":0.2701355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05924933606097436,"score_gpt":0.3691551603334544,"score_spread":0.30990582427248,"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."}}