{"id":"W2960562247","doi":"10.3390/en12142660","title":"Isolation and Characterization of Microalgae from Diverse Pakistani Habitats: Exploring Third-Generation Biofuel Potential","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Algal biology and biofuel production","field":"Energy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"U.S. Air Force; U.S. Air Force Academy; Higher Education Commission, Pakistan; Natural Sciences and Engineering Research Council of Canada; U.S. Department of Defense","keywords":"Biofuel; Biomass (ecology); Biodiesel; Oleic acid; Stearic acid; Raw material; Fatty acid; Productivity; Biodiesel production; Biology; Food science; Botany; Linoleic acid; Chemistry; Biotechnology; Ecology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001689383,0.000551365,0.0004524243,0.0006455105,0.0005669249,0.0005914873,0.0001978351,0.0003106872,0.0004006458],"category_scores_gemma":[0.0001764685,0.0001643305,0.0003779435,0.001077229,0.0001861865,0.0003566655,0.0005280806,0.0004624788,0.0002839291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463082,"about_ca_system_score_gemma":0.0004012652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002226929,"about_ca_topic_score_gemma":0.00447362,"domain_scores_codex":[0.999819,0.0000112759,0.00002318251,0.00004617517,0.00006414053,0.00003622651],"domain_scores_gemma":[0.9998873,0.00001508002,0.00002906837,0.00000733118,0.0000383765,0.00002277806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003724459,0.0000412905,0.006129596,0.00009973312,0.000007462406,0.0003214176,0.0001613186,0.0001081344,0.9873351,0.00003372694,0.00003407358,0.00569114],"study_design_scores_gemma":[0.00001857772,0.0008351302,0.2309907,0.00007468521,0.00008078554,0.003288686,0.002731521,0.0007009308,0.7527099,0.0001653603,0.008359451,0.00004430222],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937636,0.0008109295,0.002354432,0.0001216025,0.00001922494,0.00008534809,0.001136957,0.00001520979,0.001692686],"genre_scores_gemma":[0.9794574,0.002568612,0.0126965,0.0001145112,0.00001825648,0.0001327975,0.003167098,0.00001676327,0.001827968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002226929,"threshold_uncertainty_score":0.004427969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02142612141110956,"score_gpt":0.2127665473593301,"score_spread":0.1913404259482206,"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."}}