{"id":"W1991193372","doi":"10.1016/j.biortech.2014.10.139","title":"Microalgal drying and cell disruption – Recent advances","year":2014,"lang":"en","type":"review","venue":"Bioresource Technology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":242,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Eye Institute","keywords":"Biofuel; Food processing; Biochemical engineering; Life-cycle assessment; Production (economics); Algae; Algae fuel; Work (physics); Environmental science; Biotechnology; Engineering; Biology; Ecology; Biodiesel","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002322019,0.0004514126,0.001079548,0.0004714563,0.0001895247,0.00001910244,0.0003420729,0.00170939,0.00006966138],"category_scores_gemma":[0.0001067336,0.0003444749,0.0001426412,0.0004766039,0.0005062041,0.00004327727,0.0002325081,0.0006619634,0.0002879825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008143366,"about_ca_system_score_gemma":0.00003121319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001119978,"about_ca_topic_score_gemma":0.00001654078,"domain_scores_codex":[0.9980724,0.0001552166,0.0004833663,0.0007970463,0.00008000308,0.0004119757],"domain_scores_gemma":[0.9989081,0.00005742102,0.0004267264,0.0005107328,0.00004319624,0.0000537954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007400552,0.00002352488,0.00002187516,0.002508775,0.00002994716,0.000003674912,0.000007830744,1.706143e-7,0.0001029759,0.001156395,0.0001519148,0.9959855],"study_design_scores_gemma":[0.0001188087,0.0001190008,0.000001895946,0.0006812674,0.0002151854,0.0001346862,0.0000240566,8.891852e-7,0.0002095035,0.0007124142,0.9973989,0.0003834521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001628191,0.9966546,0.00003851905,0.0002280028,0.0003922959,0.0003320056,0.00001027472,0.0005013844,0.001680141],"genre_scores_gemma":[0.0001710372,0.9982701,0.0003392925,0.00003718453,0.0003921328,0.00007727103,0.0001552588,0.00004961364,0.0005080909],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9972469,"threshold_uncertainty_score":0.9999007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760592714573816,"score_gpt":0.2778441272004296,"score_spread":0.2602382000546914,"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."}}