{"id":"W4281671994","doi":"10.5281/zenodo.6606521","title":"Garson Mine Long Short-Term Memory Network","year":2022,"lang":"en","type":"dissertation","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geoscience and Mining Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Term (time); Computer science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004020285,0.0002348893,0.0002310928,0.0003421929,0.001486442,0.0003055795,0.001329149,0.0001864184,0.0198642],"category_scores_gemma":[0.000130573,0.0002856006,0.00006980677,0.0006919132,0.00006766654,0.0001296156,0.0004811303,0.0007012729,0.002059392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001860426,"about_ca_system_score_gemma":0.000004407309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007512806,"about_ca_topic_score_gemma":0.000004825855,"domain_scores_codex":[0.9983026,0.00008975775,0.0002740727,0.000430712,0.0003715128,0.0005313064],"domain_scores_gemma":[0.9991274,0.00001339643,0.0000610012,0.0005259388,0.0001614029,0.0001107911],"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":[0.00005986177,0.00009092132,0.00001772216,0.0004332318,0.0001328544,0.0001392274,0.002543076,0.004953958,0.004054448,0.001024958,0.588818,0.3977318],"study_design_scores_gemma":[0.0002133034,0.0002106425,0.001839609,0.00008865205,0.00004624454,0.0001203061,0.001048539,0.001299541,0.0005324057,0.0001067968,0.9940144,0.0004794921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.509216,0.001735915,0.001228097,0.0001325015,0.00263107,0.001064629,0.0002435453,0.008319184,0.4754291],"genre_scores_gemma":[0.9227955,0.0009101651,0.0005781375,0.00008296141,0.0007764662,7.462621e-7,0.04023792,0.007345119,0.02727301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4481561,"threshold_uncertainty_score":0.9999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109600518259691,"score_gpt":0.2376237569091065,"score_spread":0.2165277517265096,"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."}}