{"id":"W4237295493","doi":"10.4324/9781351282086-7","title":"Physicochemical Characterisation and Recycling of Industrial Residues","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004140293,0.000115776,0.0001888605,0.0000500564,0.00003028053,0.00003214791,0.00005006904,0.0002593126,0.0002378609],"category_scores_gemma":[0.00002288084,0.0001167498,0.00003073256,0.000003023712,0.00003396826,0.0001384385,0.00001072996,0.0001943214,0.0000153881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001115738,"about_ca_system_score_gemma":0.00001386404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001897733,"about_ca_topic_score_gemma":0.000005326525,"domain_scores_codex":[0.9995634,0.000001621298,0.0001974487,0.0001006908,0.00008779109,0.00004904873],"domain_scores_gemma":[0.9996647,0.00002939608,0.0001087375,0.0001286632,0.00004061227,0.00002795292],"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":[0.0001995294,0.00004863878,0.0003111103,0.001389827,0.0006807091,0.000009937286,0.0009804434,0.000146704,0.2712538,0.1327265,0.08000327,0.5122495],"study_design_scores_gemma":[0.0006436972,0.00004587395,0.0001602753,0.0006423189,0.00009686905,0.000009254965,0.00002008897,0.0007676003,0.1329557,0.01018532,0.8538005,0.0006724534],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002802226,0.0001544814,0.000114062,0.00003507284,0.0002254983,0.00007117887,0.0000103865,0.00009687009,0.9964902],"genre_scores_gemma":[0.1409659,0.001664306,0.000179595,0.00002275386,0.0008830572,0.000005160728,0.0001169637,0.00005805176,0.8561042],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7737973,"threshold_uncertainty_score":0.476092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05317014318105327,"score_gpt":0.2650295828809979,"score_spread":0.2118594396999446,"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."}}