{"id":"W2218604747","doi":"10.2118/130307-pa","title":"Scale-Inhibitor Application in Northern Alberta: A Case History of an Ultrahigh-Temperature Scale-Inhibition Solution in Fire-Tube Heater Treaters","year":2011,"lang":"en","type":"article","venue":"SPE Projects Facilities & Construction","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Differential scanning calorimetry; Scaling; Chemistry; Materials science; Chemical engineering; Composite material; Thermodynamics; Engineering; Physics; Mathematics","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":[0.0004759191,0.0004594977,0.0003772682,0.0004895024,0.00213175,0.000952949,0.001096911,0.0009710329,0.001576838],"category_scores_gemma":[0.0006310976,0.0001741611,0.0003356151,0.0005602025,0.000995688,0.000253285,0.0004867931,0.0008181347,0.000364515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006601478,"about_ca_system_score_gemma":0.00384502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2693923,"about_ca_topic_score_gemma":0.55548,"domain_scores_codex":[0.9991578,0.00004628748,0.00002121373,0.00006898966,0.0005625643,0.0001432311],"domain_scores_gemma":[0.9995777,0.00005569055,0.00007624223,0.00002434788,0.0001625312,0.0001034667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002043763,0.002480249,0.07102756,0.001636527,0.0002441672,0.2182893,0.01206913,0.02477581,0.3933844,0.006009927,0.01045224,0.2575869],"study_design_scores_gemma":[0.0002356187,0.00502768,0.1296229,0.0004089243,0.0003519602,0.06247667,0.02315619,0.02892242,0.5155073,0.002171964,0.2317348,0.000383577],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742755,0.00208864,0.00427823,0.001107955,0.00008725588,0.0002907728,0.0001423862,0.0001716808,0.01755764],"genre_scores_gemma":[0.9767939,0.001227286,0.004748807,0.0003723663,0.00002928677,0.00003213134,0.0001180026,0.0000524,0.01662574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7306076,"threshold_uncertainty_score":0.5356486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01590024709620462,"score_gpt":0.2109274145160581,"score_spread":0.1950271674198535,"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."}}