{"id":"W2788766120","doi":"10.1089/ind.2018.29114.wta","title":"ROI-Integrated Commercialization: An Adaptive Pathway for Microalgae Technology","year":2018,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northwestern Polytechnic","funders":"","keywords":"Commercialization; Business; Biochemical engineering; Engineering; Marketing","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":[0.001660719,0.0007564656,0.0003183717,0.0005412468,0.0005947086,0.002255496,0.001235251,0.001268177,0.001992193],"category_scores_gemma":[0.001634363,0.000371123,0.0006943647,0.0004931175,0.001261228,0.003963759,0.002179256,0.002184136,0.0009349724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002128405,"about_ca_system_score_gemma":0.002100276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006592853,"about_ca_topic_score_gemma":0.0009502663,"domain_scores_codex":[0.9991822,0.0001673976,0.00003447605,0.0001306789,0.0003915057,0.00009383276],"domain_scores_gemma":[0.9995024,0.0001220438,0.00009302713,0.00007478854,0.0001484637,0.00005922962],"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":[0.0001076041,0.0002438093,0.001287377,0.000886713,0.00003093554,0.0008361008,0.0006390141,0.01195027,0.1790442,0.5678875,0.005117979,0.2319685],"study_design_scores_gemma":[0.00006480348,0.001109489,0.001272725,0.0006131005,0.00008020773,0.001106238,0.0007461609,0.07841666,0.3254471,0.2475315,0.3434206,0.0001915195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04497058,0.005426517,0.8679519,0.008963595,0.0005886703,0.0005885889,0.0001059747,0.00137102,0.07003327],"genre_scores_gemma":[0.389284,0.01076809,0.5759096,0.001305001,0.0002204612,0.0005318036,0.0001850884,0.0002793283,0.02151654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002255496,"threshold_uncertainty_score":0.01544273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05618444286376426,"score_gpt":0.2711736402191224,"score_spread":0.2149891973553582,"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."}}