{"id":"W4415310103","doi":"10.48550/arxiv.2507.11368","title":"Community Report from the 2025 SNOLAB Future Projects Workshop","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Foundation (evidence); Work (physics); Project management","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":[0.01648695,0.001275888,0.0007025928,0.003486992,0.002747701,0.007547327,0.002019536,0.00355294,0.0794166],"category_scores_gemma":[0.01125291,0.0004700502,0.0009115822,0.002636639,0.0005072469,0.002515799,0.00650568,0.002857914,0.0526761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004028868,"about_ca_system_score_gemma":0.01584715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02017189,"about_ca_topic_score_gemma":0.03737279,"domain_scores_codex":[0.9928806,0.001012976,0.0001881525,0.0003991167,0.004676056,0.0008430385],"domain_scores_gemma":[0.9815524,0.001142225,0.0004926542,0.0006754662,0.009305965,0.00683132],"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":[0.0001030963,0.00006224558,0.0003370013,0.0001093638,0.00000748946,0.00007996799,0.0001122357,0.0001694392,0.0002353292,0.00106448,0.9865318,0.01118761],"study_design_scores_gemma":[0.00002038791,0.00002599251,0.001019343,0.00006508254,0.000003683374,0.00001580162,0.0002100417,0.00007922617,0.0001843994,0.0005030107,0.9978595,0.0000134828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02003501,0.01731846,0.0110507,0.1652336,0.07076667,0.002448842,0.1616935,0.004005666,0.5474476],"genre_scores_gemma":[0.04062004,0.007019416,0.01014768,0.02249664,0.008372439,0.002734807,0.1683872,0.002975367,0.7372464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0794166,"threshold_uncertainty_score":0.265675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06115358117822794,"score_gpt":0.2867296330987112,"score_spread":0.2255760519204832,"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."}}