{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002814755,0.0001604119,0.0002629591,0.0004102384,0.00000537342,0.00007021494,0.0001150847,0.0004767672,0.0001891016],"category_scores_gemma":[0.00001802264,0.0001647945,0.0000315739,0.00007646471,0.00002751074,0.00006000833,0.0005566537,0.0006232446,0.000003296071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003047343,"about_ca_system_score_gemma":0.00002326853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000475291,"about_ca_topic_score_gemma":0.000003719459,"domain_scores_codex":[0.9992957,0.000005151809,0.0004086793,0.0001542764,0.00004283309,0.00009338819],"domain_scores_gemma":[0.999661,0.00002201747,0.00007277569,0.0001916814,0.00003092981,0.00002157602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001888255,0.00004299841,0.0009138003,0.01546583,0.00242462,0.00002799307,0.03130067,0.008621296,0.002321705,0.5471187,0.2661373,0.1256062],"study_design_scores_gemma":[0.0003301148,0.0001126875,0.0001495119,0.00675277,0.0004921698,0.00009168496,0.005552791,0.6287436,0.04148469,0.1126741,0.2008401,0.002775886],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9189324,0.000435832,0.006205603,0.00009353575,0.0004422462,0.00009891879,0.00001423553,0.0005638696,0.07321341],"genre_scores_gemma":[0.9536834,0.0003275735,0.04032833,0.00007747309,0.00006176523,0.00002568003,0.00007687521,0.00005162031,0.005367231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6201223,"threshold_uncertainty_score":0.6720126,"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."}}