{"id":"W4391427971","doi":"10.1190/tle43020084.1","title":"Opportunities for open-source software to accelerate research in applied geophysics","year":2024,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mira Geoscience (Canada); University of British Columbia; Canmore Museum and Geoscience Centre; University of British Columbia Hospital","funders":"","keywords":"Open source; Open source software; Software; Computer science; Data science; Software engineering; Programming language","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.1200579,0.001571836,0.0009955709,0.009676922,0.002927062,0.01304907,0.007872035,0.004941395,0.01197708],"category_scores_gemma":[0.2670946,0.001604554,0.003311127,0.008484112,0.009565013,0.03044412,0.02602666,0.01288407,0.007741125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659116,"about_ca_system_score_gemma":0.012505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002431172,"about_ca_topic_score_gemma":0.001714035,"domain_scores_codex":[0.9410748,0.03162069,0.004812807,0.004126,0.01566741,0.002698295],"domain_scores_gemma":[0.5280896,0.2273593,0.01803491,0.1241415,0.08089635,0.02147848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004193827,0.0008446843,0.007758203,0.002102761,0.0002688786,0.0009782001,0.01214211,0.01016399,0.01214764,0.4430386,0.07727295,0.4328626],"study_design_scores_gemma":[0.0001964502,0.0002534859,0.002348179,0.002462493,0.0000743351,0.0005291744,0.001685234,0.01826771,0.007159644,0.4390595,0.5277397,0.0002241312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01012753,0.001719362,0.9144764,0.0299283,0.001734298,0.000374928,0.0004488735,0.01856122,0.02262907],"genre_scores_gemma":[0.06820619,0.002845922,0.8949744,0.004310478,0.001632444,0.0008997869,0.002668689,0.01658237,0.007879676],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.992128,"threshold_uncertainty_score":0.6349344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2900995187948844,"score_gpt":0.3863732340310571,"score_spread":0.09627371523617262,"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."}}