{"id":"W4392452905","doi":"10.32920/25343320","title":"Mining & Metals + Internet of Things: Industry opportunities and innovation","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Commodity; Mining industry; Business; The Internet; Falling (accident); Economy; Commerce; Economics; Engineering; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.001035014,0.0003362093,0.0001711751,0.001463584,0.001731235,0.006615107,0.0002955945,0.002634563,0.01849462],"category_scores_gemma":[0.001813507,0.0002317637,0.0002474918,0.004019425,0.00207426,0.01055101,0.00211407,0.001609485,0.004155539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001935176,"about_ca_system_score_gemma":0.00152249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001372746,"about_ca_topic_score_gemma":0.003788025,"domain_scores_codex":[0.9992083,0.0001620031,0.00002030374,0.00007670508,0.0003939004,0.0001388534],"domain_scores_gemma":[0.9990394,0.0004622747,0.00008337634,0.00007009304,0.000167316,0.0001776019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002827212,0.00003075986,0.001745512,0.0001971781,0.000008640653,0.0003203787,0.0008271814,0.0004379908,0.0007709506,0.7027098,0.1633862,0.1295371],"study_design_scores_gemma":[0.000006079998,0.00002147362,0.001792884,0.0002372041,0.000006274195,0.0003459271,0.001452118,0.001736537,0.0008687068,0.1931423,0.8003736,0.0000169634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02528959,0.02177925,0.01801513,0.1749853,0.002650991,0.00007167409,0.0004844971,0.0003832834,0.7563403],"genre_scores_gemma":[0.5016846,0.0689588,0.02339446,0.01405291,0.003429704,0.0001782664,0.0009625482,0.0002497401,0.387089],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01849462,"threshold_uncertainty_score":0.06187063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.115337708618503,"score_gpt":0.2811147016863296,"score_spread":0.1657769930678266,"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."}}