{"id":"W1935000665","doi":"10.15252/embr.201439672","title":"The outsourcing and commercialization of science","year":2014,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Commercialization; Outsourcing; Business; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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","sts"],"consensus_categories":[],"category_scores_codex":[0.009570172,0.0004636876,0.0005465827,0.002288652,0.00225505,0.01015361,0.001545111,0.0025065,0.01542179],"category_scores_gemma":[0.02620148,0.000459277,0.000938682,0.005113676,0.007860295,0.009164988,0.006393611,0.003335382,0.003692562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00787986,"about_ca_system_score_gemma":0.01914989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01008704,"about_ca_topic_score_gemma":0.007739126,"domain_scores_codex":[0.991055,0.003166679,0.0003432731,0.0004857075,0.002838164,0.002111159],"domain_scores_gemma":[0.9668576,0.01125351,0.003258123,0.00921886,0.005574234,0.003837745],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002375075,0.0001052,0.007003426,0.0004083664,0.00008469172,0.0002717713,0.001370142,0.002728805,0.002827847,0.8088521,0.03542151,0.1406886],"study_design_scores_gemma":[0.00008424474,0.0001078798,0.01465388,0.0006634412,0.00006068575,0.0004862464,0.006506579,0.007066594,0.005406742,0.6884453,0.27646,0.00005831396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2406705,0.02498616,0.05316136,0.2148479,0.001674723,0.0002225759,0.001302596,0.0005877603,0.4625464],"genre_scores_gemma":[0.9555361,0.0119085,0.009753536,0.003869315,0.001049674,0.0001127392,0.0004832679,0.0001729333,0.01711404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.997745,"threshold_uncertainty_score":0.0571726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06757157329259897,"score_gpt":0.3730378619928199,"score_spread":0.305466288700221,"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."}}