{"id":"W4389114847","doi":"10.1007/s43832-023-00051-z","title":"Revisioning and reinvigorating a hydrogeology distinguished lecture tour through learner-engaged workshops","year":2023,"lang":"en","type":"article","venue":"Discover Water","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Presentation (obstetrics); Student engagement; Library science; Political science; Sociology; Medical education; Pedagogy; Computer science; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001154967,0.0001121929,0.0001514306,0.00006809273,0.001474478,0.0001877897,0.0001287502,0.0001080068,0.0006743676],"category_scores_gemma":[0.0005839118,0.00008098086,0.0000611824,0.0002885445,0.0002019844,0.0002069032,0.00008035154,0.0003863415,0.0001356152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001405228,"about_ca_system_score_gemma":0.00005043692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001973292,"about_ca_topic_score_gemma":0.000878144,"domain_scores_codex":[0.9982647,0.0006584057,0.0001666917,0.0002902557,0.0001822269,0.0004377068],"domain_scores_gemma":[0.9994171,0.0002680272,0.00004440047,0.0001511462,0.00004398334,0.00007538485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003594898,0.00005685245,0.3422752,0.00006299283,0.00007703806,0.00004507482,0.6140603,0.0004068698,0.001582892,0.0153369,0.0127682,0.01329167],"study_design_scores_gemma":[0.0008787031,0.00008081268,0.06465259,0.0001800695,0.00007383799,0.000009125381,0.1175621,0.000294156,0.001311246,0.04289268,0.7711511,0.0009135915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656018,0.0001876538,0.0001478499,0.01041643,0.0005343284,0.0001618365,0.000002233281,0.0001599719,0.02278789],"genre_scores_gemma":[0.9930366,0.00008386459,0.000165523,0.000679561,0.0003943245,0.00001616448,0.00005154818,0.00001341105,0.005559011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7583829,"threshold_uncertainty_score":0.9998255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04585646959694541,"score_gpt":0.3454918015604826,"score_spread":0.2996353319635373,"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."}}