{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009225016,0.0008781152,0.0005539731,0.002440437,0.001204615,0.004333168,0.001992521,0.002159453,0.2228908],"category_scores_gemma":[0.01259528,0.0003223437,0.0006359321,0.00144666,0.001343436,0.002274926,0.002797061,0.001820342,0.1283116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003117321,"about_ca_system_score_gemma":0.01854704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002784209,"about_ca_topic_score_gemma":0.002725673,"domain_scores_codex":[0.9958016,0.001045424,0.0002545347,0.000504068,0.001645749,0.0007485496],"domain_scores_gemma":[0.977787,0.001442233,0.0008162067,0.0030513,0.01062118,0.006282088],"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":[0.0003890783,0.0003273312,0.004115439,0.0006178692,0.00003901085,0.000288378,0.0003582824,0.0001899544,0.01115541,0.06904931,0.3286221,0.5848477],"study_design_scores_gemma":[0.00004645764,0.0001351558,0.001722856,0.0002213521,0.00001654915,0.0002852857,0.0002059717,0.0001252899,0.002318599,0.003953218,0.9909624,0.000006691869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009401977,0.02148762,0.01922306,0.08033662,0.0189091,0.001660963,0.005755826,0.001268434,0.8419564],"genre_scores_gemma":[0.06909772,0.02481388,0.02384959,0.0126551,0.005762036,0.0009808422,0.00949568,0.0004354651,0.8529097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2228908,"threshold_uncertainty_score":0.7456439,"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."}}