{"id":"W4299554288","doi":"","title":"Barriers to medical device innovation","year":2014,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00125746,0.0001900022,0.0003413465,0.0007367244,0.00008419498,0.000300628,0.001350965,0.0001513032,0.01082086],"category_scores_gemma":[0.001944246,0.0001768387,0.0000482641,0.001863861,0.00004327899,0.000708741,0.0002126427,0.0003471517,0.00005287489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008552698,"about_ca_system_score_gemma":0.0001172388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059994,"about_ca_topic_score_gemma":0.00001191013,"domain_scores_codex":[0.9982131,0.00005102142,0.0005868612,0.0002015328,0.0006579926,0.0002895662],"domain_scores_gemma":[0.9985625,0.0001471321,0.00009733321,0.000265572,0.0001685403,0.0007589881],"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":[0.00005049726,0.0001145294,0.06989145,0.000877503,0.0002725175,0.00001083973,0.0005545068,0.008242789,0.1335954,0.001684002,0.5248451,0.2598609],"study_design_scores_gemma":[0.0006837839,0.00001925116,0.4633842,0.00117044,0.00005926012,0.00002204992,0.00007826111,0.01849243,0.03575239,0.004679703,0.4746355,0.001022716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524733,0.001884155,0.03287049,0.001388759,0.003014733,0.0002729268,0.00001042831,0.000238622,0.007846626],"genre_scores_gemma":[0.9971348,0.0005864822,0.0005750646,0.001065508,0.0004525084,0.00003395981,0.00001261961,0.00004602709,0.00009302184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3934928,"threshold_uncertainty_score":0.9900834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302012229699161,"score_gpt":0.5028486270997352,"score_spread":0.3726474041298191,"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."}}