{"id":"W4242850738","doi":"10.1007/978-3-642-40872-4_1976-1","title":"Physical Cleaning","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fleming College","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002750944,0.001502529,0.0007366373,0.001251445,0.00121087,0.001813003,0.001163686,0.001164532,0.07441988],"category_scores_gemma":[0.0004005557,0.0005940364,0.0006807768,0.001022856,0.0008887901,0.002099589,0.002215111,0.002164521,0.0593453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007337572,"about_ca_system_score_gemma":0.0008647013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156045,"about_ca_topic_score_gemma":0.002253552,"domain_scores_codex":[0.9994565,0.00002675152,0.00001422538,0.0001155791,0.000342185,0.00004482711],"domain_scores_gemma":[0.9999093,0.00001506028,0.000006494911,0.00002522685,0.00003768415,0.000006318233],"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":[0.00004895997,0.0001099647,0.0001468366,0.001182654,0.00002089104,0.0002482651,0.0003386957,0.0007343755,0.07249212,0.07740763,0.2336907,0.6135789],"study_design_scores_gemma":[0.000002140637,0.00001802385,0.0001436875,0.0001136146,0.000005081228,0.000242857,0.00004840085,0.0002139356,0.01665035,0.005319826,0.9772322,0.00001001419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00233034,0.02023946,0.05425682,0.001296802,0.002618547,0.0001993911,0.0005599502,0.001532422,0.9169663],"genre_scores_gemma":[0.006948476,0.009989629,0.008998188,0.0008016943,0.0002034583,0.0001083417,0.0006027997,0.0003018716,0.9720455],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07441988,"threshold_uncertainty_score":0.2489593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03922266201096173,"score_gpt":0.261438202932973,"score_spread":0.2222155409220113,"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."}}