{"id":"W4242949749","doi":"10.18280/ijsse.100409","title":"A Coalmine Water Inrush Prediction Model Based on Artificial Intelligence","year":2020,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Geoscience and Mining Technology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inrush current; Computer science; Artificial intelligence; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003530087,0.0005146509,0.0006118428,0.0005086494,0.0003913883,0.0007523646,0.0008158311,0.0005219688,0.0009817358],"category_scores_gemma":[0.0007521373,0.0002760108,0.0006156,0.0005237535,0.0002897252,0.0008021011,0.0004134974,0.0006131831,0.0001778114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000617702,"about_ca_system_score_gemma":0.0007376489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618568,"about_ca_topic_score_gemma":0.007199634,"domain_scores_codex":[0.9997588,0.00003530332,0.00001857626,0.00008802323,0.00006787426,0.00003138176],"domain_scores_gemma":[0.9997862,0.00007587656,0.00002970275,0.00001336245,0.00008277679,0.00001206593],"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":[0.00004137578,0.00004505782,0.002971661,0.00002935924,0.00003385322,0.00008193959,0.00003750444,0.9690008,0.001334438,0.001577278,0.0005216938,0.02432507],"study_design_scores_gemma":[0.00000108885,0.000006749944,0.0002085039,8.829276e-7,0.000003717608,0.000004413553,0.00000174045,0.9993584,0.0001160079,0.0002416044,0.00005510139,0.000001838629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2118549,0.0004447677,0.7779751,0.0004667291,0.0001046761,0.00009624875,0.0002290583,0.0008852964,0.007943166],"genre_scores_gemma":[0.9803151,0.000206323,0.01641216,0.00004067031,0.00002283052,0.0000906318,0.0001539739,0.0000153879,0.00274299],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01618568,"threshold_uncertainty_score":0.03218293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297171671822876,"score_gpt":0.212127004894924,"score_spread":0.1991552881766952,"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."}}