{"id":"W4394578023","doi":"10.11647/obp.0373.13","title":"A Closer Relationship with Our Metals","year":2024,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology","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":[0.001262599,0.0007848492,0.0006537262,0.001199922,0.005826373,0.01360424,0.0009349876,0.003662405,0.09894016],"category_scores_gemma":[0.003254438,0.0003010919,0.0005962069,0.001766683,0.006398884,0.01190566,0.005539544,0.009391356,0.05535454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002986249,"about_ca_system_score_gemma":0.002931266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002854591,"about_ca_topic_score_gemma":0.005899911,"domain_scores_codex":[0.9979835,0.0005742121,0.00006307806,0.0004152159,0.000748798,0.000215295],"domain_scores_gemma":[0.9984788,0.0003997085,0.0001220942,0.0002339731,0.0004234303,0.0003420085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002860455,0.00009354307,0.0005000076,0.0002596435,0.0000149814,0.0003890142,0.01500524,0.00008157401,0.00110076,0.3245579,0.5421868,0.1157819],"study_design_scores_gemma":[9.323899e-7,0.000005417976,0.00007494751,0.00006442353,0.000001401101,0.0001558321,0.0008275743,0.00000762863,0.00004364088,0.005529831,0.9932854,0.000002983596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001988879,0.02219871,0.002505999,0.06446984,0.008249065,0.00003147525,0.00007320637,0.0002040113,0.9002788],"genre_scores_gemma":[0.01887817,0.01141729,0.002533327,0.02768521,0.003061845,0.00002906638,0.00008023503,0.0002221271,0.9360927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09894016,"threshold_uncertainty_score":0.3309878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03770290767688624,"score_gpt":0.2712252591023837,"score_spread":0.2335223514254975,"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."}}