{"id":"W4249696657","doi":"10.7287/peerj.1780v0.1/reviews/3","title":"Peer Review #3 of \"Growth and fatty acid characterization of microalgae isolated from municipal waste-treatment systems and the potential role of algal-associated bacteria in feedstock production (v0.1)\"","year":2016,"lang":"en","type":"peer-review","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Raw material; Bacteria; Production (economics); Environmental science; Biology; Ecology; Economics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00782109,0.0009288892,0.00146659,0.004220746,0.004487034,0.005995852,0.00271945,0.002655136,0.1308311],"category_scores_gemma":[0.0357007,0.000590503,0.001192817,0.002550478,0.001772813,0.003409027,0.003433211,0.001774578,0.105261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002300269,"about_ca_system_score_gemma":0.01185911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005542703,"about_ca_topic_score_gemma":0.01436488,"domain_scores_codex":[0.9912975,0.0007307089,0.0006313369,0.0005757778,0.006089,0.0006755681],"domain_scores_gemma":[0.8820713,0.003477433,0.002167394,0.003257401,0.1028684,0.006158052],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005436242,0.00003195923,0.0006429445,0.0019274,0.0000322291,0.0002154772,0.0001421029,0.00005686472,0.002272316,0.001098277,0.8685799,0.1249463],"study_design_scores_gemma":[0.00001134275,0.00003863023,0.001728783,0.0003782961,0.00002342729,0.0001574951,0.0001016634,0.00009513334,0.001711799,0.00050765,0.995225,0.00002069772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.01222609,0.04278733,0.01122844,0.1030241,0.5140722,0.003140665,0.007610801,0.002479106,0.3034312],"genre_scores_gemma":[0.03100222,0.04735326,0.007241162,0.008832509,0.05209353,0.0009064716,0.01114305,0.002028494,0.8393993],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9921789,"threshold_uncertainty_score":0.4376736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409917137878702,"score_gpt":0.2425771138702928,"score_spread":0.2284779424915058,"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."}}