{"id":"W6923138747","doi":"10.13272/j.issn.1671-251x.2023100090","title":"Research on coal gangue detection in coal preparation plant based on YOLOv5s-FSW model","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Gangue; Coal preparation plant; Coal; Feature (linguistics); Block model; Feature extraction; Extraction (chemistry); Coal mining","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":[0.0003395638,0.0007537414,0.0006577496,0.0007483374,0.000375856,0.0007619591,0.001503345,0.0007115263,0.001612418],"category_scores_gemma":[0.0006598727,0.0003547979,0.0008918109,0.0004574369,0.0003397576,0.001404952,0.0006462165,0.0006087492,0.0006213765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008158432,"about_ca_system_score_gemma":0.001069693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02412052,"about_ca_topic_score_gemma":0.01296548,"domain_scores_codex":[0.99976,0.00002179381,0.00001081165,0.00006823208,0.00009916646,0.00004004128],"domain_scores_gemma":[0.9998073,0.00003863535,0.00002057454,0.00001873504,0.00009832257,0.0000164404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002994056,0.0001423515,0.0104198,0.0002878268,0.0001202994,0.0002934066,0.0002029118,0.570985,0.03918139,0.007486782,0.00385178,0.3667291],"study_design_scores_gemma":[0.00000457112,0.00002728266,0.000697404,0.000004019495,0.00001233389,0.00003137833,0.00001581706,0.9951246,0.002858592,0.0004560537,0.0007601214,0.000007872145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1106529,0.0009295003,0.8776987,0.0004037739,0.0001310336,0.00008126353,0.0001709887,0.00244718,0.007484671],"genre_scores_gemma":[0.9097699,0.0005991433,0.08050699,0.0001744596,0.00003817803,0.00009827354,0.0003982524,0.000121694,0.008293231],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02412052,"threshold_uncertainty_score":0.04796022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3334708839619548,"score_gpt":0.5673340055834465,"score_spread":0.2338631216214917,"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."}}