{"id":"W2159652824","doi":"10.5194/hess-16-2159-2012","title":"Teaching hydrogeology: a review of current practice","year":2012,"lang":"en","type":"review","venue":"Hydrology and earth system sciences","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Simon Fraser University; McGill University","funders":"","keywords":"Hydrogeology; Curriculum; Experiential learning; Field (mathematics); Vocational education; Variety (cybernetics); Computer science; Mathematics education; Data science; Psychology; Pedagogy; Engineering; Artificial intelligence; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004855801,0.0003395847,0.001835313,0.0001785368,0.0003455347,0.00001960599,0.0004521936,0.0002324277,0.0001821748],"category_scores_gemma":[0.0003899661,0.0002056651,0.000259734,0.000591184,0.0005980197,0.0002541728,0.00005005497,0.0006654309,0.0002889776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002292846,"about_ca_system_score_gemma":0.0001645064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003521882,"about_ca_topic_score_gemma":0.00002384566,"domain_scores_codex":[0.9950168,0.002720873,0.000776902,0.0005495467,0.0003422907,0.0005935488],"domain_scores_gemma":[0.996518,0.002218266,0.000776496,0.0002315584,0.00004059064,0.0002150961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002187737,0.00001721926,0.00007608382,0.05832877,0.00002935296,0.000003682769,0.00001594676,9.344317e-7,9.564623e-9,0.001647433,0.00002016006,0.9398582],"study_design_scores_gemma":[0.00003825566,0.0002731601,0.00006334853,0.02196159,0.0007430958,0.0005313604,0.00001378039,0.0002135781,8.820539e-8,0.0001113749,0.9758207,0.0002296954],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002715957,0.9870124,0.00003289988,0.0001256821,0.0006722455,0.0004500466,0.00002585742,0.00003463278,0.01161901],"genre_scores_gemma":[0.0008056628,0.9979557,0.0007203602,0.0001751045,0.0002594534,0.000007717957,0.00002357806,0.000003383544,0.0000489773],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9758005,"threshold_uncertainty_score":0.8386779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07677420577633971,"score_gpt":0.3581106380878786,"score_spread":0.2813364323115389,"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."}}