{"id":"W2080593861","doi":"10.1089/ind.2013.1593","title":"Pathway to Innovation","year":2013,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Business; Chemistry","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":[0.00253168,0.0006369833,0.0003732723,0.001165135,0.002868935,0.009852285,0.001281079,0.003753735,0.07087395],"category_scores_gemma":[0.006292976,0.0003077619,0.0005450389,0.0006045189,0.004852061,0.007127784,0.008000553,0.00529519,0.02744043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003388989,"about_ca_system_score_gemma":0.01382847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217879,"about_ca_topic_score_gemma":0.001853912,"domain_scores_codex":[0.9977023,0.0006177696,0.00007984959,0.0002765277,0.0009971247,0.0003264716],"domain_scores_gemma":[0.9965135,0.0004603897,0.0001583108,0.000510143,0.001142528,0.001214997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002547883,0.00007742061,0.0002532204,0.0001059349,0.00000935152,0.0001138772,0.000593855,0.0001374319,0.0007065876,0.9043399,0.05308775,0.04054925],"study_design_scores_gemma":[0.00001969558,0.0000704273,0.0003168943,0.0001680518,0.000006014521,0.0001350519,0.0007795314,0.0003077788,0.0006743928,0.3873204,0.6101892,0.00001254134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006549543,0.001721905,0.01813235,0.05785054,0.002023198,0.0002542002,0.0002371104,0.0003363331,0.9128948],"genre_scores_gemma":[0.3292495,0.006468921,0.03749039,0.01931704,0.0008248354,0.0006948838,0.000624313,0.00039501,0.6049351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07087395,"threshold_uncertainty_score":0.237097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181148190723772,"score_gpt":0.2002213939751286,"score_spread":0.1784099120678909,"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."}}