{"id":"W2080124154","doi":"10.1115/1.4028171","title":"“Where Are We Now and Where Are We Going?” The BioM Innovation Database","year":2014,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Design Education and Practice","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Case Western Reserve University","keywords":"Exploit; Terminology; Computer science; Data science; Knowledge management; Database","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001810662,0.0001436146,0.0002123141,0.0001268054,0.00008935681,0.0001206156,0.0002285823,0.0001017744,0.0001728809],"category_scores_gemma":[0.0003503987,0.0001007166,0.00004283663,0.0003834426,0.00001833542,0.0004258578,0.00002401166,0.00049146,0.00005154136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004451612,"about_ca_system_score_gemma":0.00004321528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.99642e-7,"about_ca_topic_score_gemma":0.00001299976,"domain_scores_codex":[0.9987158,0.0002853577,0.0004441818,0.000110205,0.000279,0.0001655153],"domain_scores_gemma":[0.9983419,0.0007508754,0.0003706567,0.0002245865,0.0002065319,0.0001054042],"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":[0.0002104136,0.0001710944,0.0001208138,0.0004102165,0.0001890716,0.00003966583,0.0003210763,0.002111115,0.06721984,0.009496081,0.8749056,0.04480496],"study_design_scores_gemma":[0.001024477,0.0002524012,0.0002604068,0.0009849315,0.0001405373,0.0003887982,0.0009164851,0.05521859,0.00905693,0.006275513,0.9251297,0.0003512106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001725097,0.004399803,0.9525294,0.03956714,0.001208453,0.000169109,0.000006881458,0.0000581335,0.0003360014],"genre_scores_gemma":[0.9128822,0.03240221,0.04985774,0.001703561,0.001947984,0.00001586302,0.000004379469,0.0001259118,0.001060156],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9111571,"threshold_uncertainty_score":0.4107106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05948834541393337,"score_gpt":0.2909646444627508,"score_spread":0.2314762990488174,"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."}}