{"id":"W2884509293","doi":"10.1055/s-0038-1644977","title":"From Student Research to Commercialization: A Case Study","year":2018,"lang":"en","type":"article","venue":"Planta Medica International Open","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Guelph","funders":"","keywords":"Squalene; Ingredient; Cosmetics; Business; Raw material; Moisturizer; Commercialization; Cosmeceutical; Product (mathematics); Food science; Biotechnology; Mathematics; Medicine; Chemistry; Marketing; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01831029,0.0007972076,0.0005133129,0.003131294,0.01279365,0.01009319,0.003854693,0.006774068,0.01531179],"category_scores_gemma":[0.02419925,0.0006742332,0.00114208,0.004591289,0.006968559,0.006652639,0.01307579,0.006768043,0.003253524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00804213,"about_ca_system_score_gemma":0.01102246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006980861,"about_ca_topic_score_gemma":0.01092424,"domain_scores_codex":[0.9736508,0.01587739,0.0008586796,0.001513081,0.003224057,0.004876066],"domain_scores_gemma":[0.9674388,0.009945074,0.002598899,0.001686717,0.003248292,0.01508228],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00087168,0.01031294,0.1161698,0.001350849,0.0001350811,0.1184679,0.2667474,0.001641738,0.003691444,0.09261265,0.08277169,0.305227],"study_design_scores_gemma":[0.0001527265,0.002157542,0.0176866,0.0009153743,0.00004864716,0.04060667,0.3904778,0.002379361,0.002423933,0.00727105,0.5357199,0.0001603377],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7867707,0.004564313,0.01393404,0.05885524,0.00112282,0.001036775,0.0003256242,0.0004224582,0.132968],"genre_scores_gemma":[0.9424617,0.003860804,0.007413547,0.009579927,0.000372355,0.0004307539,0.0002462212,0.0002896534,0.03534502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9816897,"threshold_uncertainty_score":0.09683526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.647192802392728,"score_gpt":0.6615933450387212,"score_spread":0.01440054264599322,"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."}}