{"id":"W4319944201","doi":"10.1007/978-3-031-22761-5","title":"Rare Metal Technology 2023","year":2023,"lang":"en","type":"book","venue":"The minerals, metals & materials series","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Toronto","funders":"","keywords":"Rare earth; Materials science; Metallurgy","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":[0.0001749472,0.0006576154,0.0004643,0.001702711,0.0008122431,0.002062897,0.0006732707,0.0006910975,0.101308],"category_scores_gemma":[0.0002898948,0.0003561764,0.0004487926,0.001494179,0.0003478701,0.001574724,0.0008032316,0.001290271,0.09586418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007541246,"about_ca_system_score_gemma":0.0007389695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195789,"about_ca_topic_score_gemma":0.004021613,"domain_scores_codex":[0.9997627,0.000006327479,0.000006919696,0.0000329162,0.0001777661,0.00001325977],"domain_scores_gemma":[0.9998913,0.00002090177,0.000004987098,0.00001475275,0.00005522228,0.00001282441],"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":[0.00004343803,0.00004100924,0.00008103877,0.0007532139,0.000008539551,0.0002096084,0.0001342207,0.0003002664,0.0229837,0.03987034,0.4559399,0.4796346],"study_design_scores_gemma":[0.000001447866,0.000008591526,0.00004943168,0.00004544783,0.000001616176,0.0002130805,0.00001023999,0.00005188237,0.0032963,0.001848665,0.9944706,0.000002707009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001559179,0.0448187,0.008138943,0.001311099,0.003746215,0.00009623278,0.001009468,0.0007732699,0.938547],"genre_scores_gemma":[0.002212659,0.01620169,0.002833884,0.0003010155,0.0002182345,0.00002008291,0.0005809944,0.000148506,0.9774828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.101308,"threshold_uncertainty_score":0.3389092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844404719548867,"score_gpt":0.2416999178686087,"score_spread":0.22325587067312,"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."}}