{"id":"W2735029199","doi":"","title":"Utilization of industrial waste heat for the cultivation and harvesting of microalgae","year":2017,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Environmental science; Waste management; Agroforestry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001511784,0.0003578385,0.0004011857,0.0002126534,0.0003621455,0.000747486,0.0003774526,0.0003385805,0.0008773266],"category_scores_gemma":[0.0001241625,0.0001868901,0.0007380957,0.0003046589,0.0002266,0.0006197282,0.0003589799,0.0003402494,0.000214863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007638406,"about_ca_system_score_gemma":0.0006517687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006459366,"about_ca_topic_score_gemma":0.009459812,"domain_scores_codex":[0.9999213,0.000008453389,0.00000412875,0.00001804886,0.00002769778,0.00002035699],"domain_scores_gemma":[0.9999526,0.00001417734,0.000008590301,0.000007563554,0.00001176625,0.000005269667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005107801,0.0004384875,0.01011262,0.0005085947,0.00004260263,0.0007468674,0.0001604359,0.5405634,0.4171249,0.003976171,0.0003209572,0.02549424],"study_design_scores_gemma":[0.00004795574,0.000606177,0.00446533,0.00002504033,0.00003687384,0.0000852306,0.0001618454,0.691084,0.3001299,0.0009161947,0.002403535,0.00003782449],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629725,0.0003186392,0.02834713,0.0001015235,0.00003715376,0.0000618774,0.000183537,0.0001242278,0.007853508],"genre_scores_gemma":[0.9940552,0.000296161,0.003487581,0.000009651995,0.000002009815,0.00002926689,0.00008470294,0.000007616593,0.002027736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006459366,"threshold_uncertainty_score":0.01284349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483620452921189,"score_gpt":0.2398662574676836,"score_spread":0.2050300529384718,"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."}}