{"id":"W3172280542","doi":"","title":"Adaptation of microalgae bioprospected from stressed environments in Northern Ontario for the production of lipids","year":2020,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Algal biology and biofuel production","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs","keywords":"Adaptation (eye); Production (economics); Environmental science; Engineering; Biology; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005736217,0.000213655,0.0003145891,0.0002121493,0.00009018833,0.000005380781,0.0002546526,0.00034309,0.0001206292],"category_scores_gemma":[0.00003644495,0.0001996221,0.0001425702,0.0003390596,0.00009142914,0.0001034638,0.00002385024,0.0002643996,0.000006298241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001896266,"about_ca_system_score_gemma":0.0001130401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03705414,"about_ca_topic_score_gemma":0.9075524,"domain_scores_codex":[0.9988685,0.00006721067,0.0003065775,0.0004647556,0.0001458624,0.0001470983],"domain_scores_gemma":[0.9990624,0.00003932484,0.0005175783,0.0002682099,0.00008475735,0.00002769701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01754373,0.001782167,0.1553601,0.001032411,0.003313143,0.00002187452,0.05371654,0.005892893,0.6982602,0.003964334,0.0004730459,0.05863956],"study_design_scores_gemma":[0.004380771,0.0009231391,0.3657155,0.000646211,0.002248522,0.000001612997,0.04901658,0.0003375367,0.4510552,0.0006993805,0.1237414,0.001234144],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967276,0.000352826,0.0003971583,0.000129768,0.001295813,0.0006664085,0.00006539677,0.00002289002,0.0003421509],"genre_scores_gemma":[0.9790569,0.000119906,0.0002829316,0.000003548065,0.0001682932,0.000004087098,0.006548143,0.0000226486,0.01379352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8704983,"threshold_uncertainty_score":0.9693582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009848511312300884,"score_gpt":0.1811016227673161,"score_spread":0.1712531114550152,"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."}}