{"id":"W3212808531","doi":"10.1002/essoar.10508707.1","title":"The “groundwater benefit zone”, proposals, contributions and new scientific issues","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Preprint; Space (punctuation); Groundwater; Scientific communication; Computer science; World Wide Web; Data science; Engineering; Library science","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":[0.0077282,0.0007013101,0.0008524363,0.002047668,0.001685326,0.005297338,0.001901119,0.005083188,0.005108701],"category_scores_gemma":[0.008165558,0.0003014165,0.0007239298,0.002737787,0.009352845,0.0137132,0.002639667,0.005208311,0.001185785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003328693,"about_ca_system_score_gemma":0.003680243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365528,"about_ca_topic_score_gemma":0.0006713284,"domain_scores_codex":[0.9973565,0.001150063,0.000128288,0.0006155722,0.000561991,0.0001875281],"domain_scores_gemma":[0.9965788,0.001779738,0.000176224,0.0003954048,0.0007982454,0.0002717026],"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":[0.00004671903,0.00004147157,0.0002330033,0.0005075176,0.00001138258,0.000129588,0.0004524411,0.001003802,0.0003094579,0.9198477,0.02306718,0.05434968],"study_design_scores_gemma":[0.00001232441,0.00003169186,0.0002356603,0.0002460581,0.00001055342,0.0002075933,0.0009101517,0.001468452,0.000198914,0.78341,0.2132346,0.00003404082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01395878,0.5354041,0.07419321,0.2553105,0.03954496,0.00007297907,0.0003864682,0.0001984467,0.08093066],"genre_scores_gemma":[0.399802,0.3606142,0.06437842,0.04047034,0.0720077,0.000430202,0.0007958564,0.0002969756,0.06120432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0077282,"threshold_uncertainty_score":0.04087114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646153370892795,"score_gpt":0.2341778331313528,"score_spread":0.2177162994224248,"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."}}