{"id":"W3046848525","doi":"10.1002/cjce.23853","title":"Mechanisms and conditions that affect phase inversion processes: A review","year":2020,"lang":"en","type":"review","venue":"The Canadian Journal of Chemical Engineering","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phenomenon; Inversion (geology); Affect (linguistics); Computer science; Variety (cybernetics); Subject matter; Management science; Biochemical engineering; Psychology; Engineering; Epistemology; Geology; Artificial intelligence; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006260292,0.00120576,0.001442884,0.003026719,0.0004024405,0.00110896,0.0008728868,0.0008465705,0.002905197],"category_scores_gemma":[0.0008759972,0.0004251504,0.0006572831,0.003273041,0.0004408285,0.001371359,0.0006932952,0.0009739496,0.001219283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006098392,"about_ca_system_score_gemma":0.001469874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001988287,"about_ca_topic_score_gemma":0.002340132,"domain_scores_codex":[0.9998106,0.00002274295,0.00002955676,0.00004811809,0.00006478685,0.0000241343],"domain_scores_gemma":[0.9995736,0.0001836184,0.00008496159,0.00001058491,0.0001187109,0.00002851731],"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":[0.0001110631,0.0001681312,0.0005025822,0.07380696,0.0002072397,0.0003048339,0.0001547958,0.0009408672,0.006234343,0.007074606,0.02206494,0.8884296],"study_design_scores_gemma":[0.00001628175,0.0002319522,0.001639009,0.009299618,0.0004673119,0.001376079,0.0001548169,0.0002697704,0.003260215,0.002294007,0.9809353,0.00005551144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002216482,0.9990344,0.00008596917,0.00008447362,0.00008453422,0.000003845642,0.0000159381,0.000004851289,0.0004644064],"genre_scores_gemma":[0.001070799,0.9985033,0.00007618935,0.00005309609,0.00006059416,0.000003901554,0.00001708368,7.631419e-7,0.0002143191],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003026719,"threshold_uncertainty_score":0.009718835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277895163612194,"score_gpt":0.2638531496287997,"score_spread":0.2360636332675803,"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."}}