{"id":"W2074756436","doi":"10.1038/nbt.2521","title":"Patent landscaping for life sciences innovation: toward consistent and transparent practices","year":2013,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Intellectual Property and Patents","field":"Business, Management and Accounting","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Alberta","funders":"","keywords":"Landscaping; Business; Biology; Ecology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07011077,0.0006521434,0.0007006704,0.003789592,0.005805157,0.02152375,0.004242719,0.006675745,0.002585136],"category_scores_gemma":[0.1261865,0.0008250833,0.001203137,0.002652895,0.01205057,0.01547888,0.01054384,0.007749939,0.001114866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005641117,"about_ca_system_score_gemma":0.02135296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236556,"about_ca_topic_score_gemma":0.00318294,"domain_scores_codex":[0.9271739,0.04001677,0.004380398,0.005232994,0.02056107,0.002634829],"domain_scores_gemma":[0.8225963,0.07034028,0.0188511,0.06383803,0.02133149,0.003042834],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005638374,0.000380245,0.005964953,0.0002709963,0.0001157733,0.0002516753,0.007036689,0.009935082,0.003678892,0.7286975,0.007283455,0.2363284],"study_design_scores_gemma":[0.00004360871,0.0001009079,0.002294142,0.0003558918,0.00005157848,0.0001254715,0.002042312,0.01219191,0.004994933,0.9379494,0.0397493,0.0001006263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1119229,0.002186247,0.7185892,0.06744854,0.0003018338,0.0006666115,0.0001153922,0.001423509,0.09734577],"genre_scores_gemma":[0.7692218,0.0007067306,0.2233245,0.001632868,0.000152825,0.000300437,0.00006188927,0.0002022763,0.004396714],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9298892,"threshold_uncertainty_score":0.3707856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2818812933290277,"score_gpt":0.2908220074021078,"score_spread":0.00894071407308017,"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."}}