{"id":"W4235439896","doi":"10.3410/f.727048936.793557649","title":"Faculty Opinions recommendation of Drugs derived from phage display: from candidate identification to clinical practice.","year":2019,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Identification (biology); Computational biology; Phage display; Clinical Practice; Computer science; Psychology; Medicine; Biology; Genetics; Family medicine; Botany","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":[0.001842158,0.002459896,0.00246087,0.00430779,0.0006769806,0.003237018,0.002656342,0.003581015,0.107036],"category_scores_gemma":[0.01818069,0.0007360076,0.002523041,0.005697038,0.0003331257,0.001326522,0.0017266,0.002073618,0.09006692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001816624,"about_ca_system_score_gemma":0.004617534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01579655,"about_ca_topic_score_gemma":0.03939503,"domain_scores_codex":[0.9981111,0.0003230412,0.0003055769,0.0005582955,0.0005016102,0.0002003868],"domain_scores_gemma":[0.9933335,0.002829664,0.0008928881,0.0009482037,0.001283682,0.0007120184],"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":[0.0001969808,0.00003273599,0.001266618,0.002573388,0.0001101896,0.00002394007,0.000008851975,0.000198867,0.0001443909,0.0002549028,0.9895745,0.005614718],"study_design_scores_gemma":[0.001009032,0.00006996324,0.005891154,0.001530352,0.0002939213,0.00009692541,0.00003140957,0.0008340482,0.0006620492,0.001350101,0.9881864,0.00004451149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001309426,0.0004308505,0.00008266447,0.0001830657,0.00005399607,0.00002551299,0.9977956,0.0003189001,0.0009784944],"genre_scores_gemma":[0.001000159,0.0005169284,0.0006017872,0.0003453441,0.00003784287,0.0001350584,0.9956568,0.00008934563,0.001616728],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.107036,"threshold_uncertainty_score":0.358071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05897799460804144,"score_gpt":0.4462537928904491,"score_spread":0.3872757982824077,"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."}}