{"id":"W4323657470","doi":"10.2118/212718-ms","title":"A Multifaceted Laboratory Approach to Screen Paraffin Inhibitors for Canadian Unconventional Resources","year":2023,"lang":"en","type":"article","venue":"","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emulsion; Protocol (science); Plastic bottle; Environmental science; Materials science; Petroleum engineering; Chemistry; Geology; Bottle; Composite material; Organic chemistry; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009821806,0.0008099893,0.0004005987,0.001394764,0.001646767,0.0009166255,0.001101273,0.0005201874,0.001058312],"category_scores_gemma":[0.0007308477,0.0003139165,0.0005394976,0.001046106,0.0007836135,0.0003304705,0.000897728,0.0005898083,0.0003098569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003387384,"about_ca_system_score_gemma":0.007838218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2698008,"about_ca_topic_score_gemma":0.5369595,"domain_scores_codex":[0.9984471,0.00009649871,0.00006760857,0.0002190058,0.0009849968,0.0001847818],"domain_scores_gemma":[0.9991374,0.00005397152,0.0001503166,0.0000551392,0.0005103437,0.00009274552],"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":[0.0001434147,0.0002907971,0.01438016,0.0002169704,0.00003297683,0.0001534353,0.0002445749,0.001305623,0.9672872,0.0002297895,0.0002946405,0.01542036],"study_design_scores_gemma":[0.0000385582,0.001963591,0.0760172,0.0000934116,0.000143411,0.000256037,0.001129543,0.006457924,0.9029258,0.0001793685,0.01068821,0.0001070332],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611354,0.0008043956,0.02775927,0.0003276458,0.00005203879,0.001955578,0.002425846,0.0004108361,0.005129033],"genre_scores_gemma":[0.8565771,0.001549481,0.131998,0.0003314965,0.00002129137,0.001085221,0.002001728,0.00007204514,0.006363537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7301992,"threshold_uncertainty_score":0.5364609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767768793141917,"score_gpt":0.2453586621579801,"score_spread":0.2276809742265609,"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."}}