{"id":"W4401550069","doi":"10.4324/9781003406433-19","title":"Conclusion","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007585027,0.0004878232,0.0003289927,0.0007778624,0.00284495,0.004478275,0.001216789,0.002238797,0.2750186],"category_scores_gemma":[0.002234082,0.0001876578,0.0005037286,0.0008142662,0.0006862964,0.002692439,0.002609774,0.001890197,0.1189549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002520225,"about_ca_system_score_gemma":0.002777451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00645394,"about_ca_topic_score_gemma":0.01052816,"domain_scores_codex":[0.9989135,0.000130714,0.00003995267,0.0002271517,0.0004907981,0.0001977669],"domain_scores_gemma":[0.9993316,0.00006866935,0.00002598225,0.00006807294,0.0003744019,0.0001313535],"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":[0.00006845489,0.00006401163,0.00112576,0.0003166217,0.000008413493,0.0003691774,0.001713145,0.0002053787,0.0006918164,0.1002719,0.6862367,0.2089287],"study_design_scores_gemma":[0.000002158601,0.000006691198,0.0003174025,0.00007938068,0.000001466791,0.00008132656,0.000460243,0.00002710008,0.0001274238,0.002652771,0.9962411,0.000002986729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002623132,0.002129719,0.002668015,0.01183459,0.004390845,0.00008878399,0.0008311919,0.0003655363,0.9750682],"genre_scores_gemma":[0.01562291,0.001676091,0.002099088,0.004899023,0.000458579,0.00006975261,0.001056078,0.0002004874,0.973918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7249814,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008820529287882226,"score_gpt":0.1827704628841718,"score_spread":0.1739499335962895,"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."}}