{"id":"W2002851440","doi":"10.1190/tle29050546.1","title":"Geophysics field education: Better learning by doing","year":2010,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Curiosity; Adventure; Prosperity; Field (mathematics); Natural (archaeology); Soul; Geophysics; Resource (disambiguation); Earth science; Engineering ethics; Remote sensing; Geology; Environmental ethics; Engineering; Computer science; Epistemology; Psychology; Artificial intelligence; Political science; Paleontology; Philosophy; Law","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":[0.0003745071,0.0000557669,0.00005639991,0.00003085165,0.0007729729,0.0001083367,0.0001945838,0.00006201299,0.0006636926],"category_scores_gemma":[0.0001146186,0.00004589434,0.00004508213,0.0001535598,0.0001118572,0.00009518867,0.0000160616,0.0004056882,0.0004529534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009000339,"about_ca_system_score_gemma":0.0001539201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390486,"about_ca_topic_score_gemma":0.0004810634,"domain_scores_codex":[0.9994132,0.00009173453,0.00007382308,0.0001047383,0.000122712,0.0001937808],"domain_scores_gemma":[0.9994464,0.0002563302,0.00004710194,0.0001422617,0.00004836491,0.00005955271],"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":[0.000004079069,0.0001141869,0.07242987,0.00001039894,0.00002078857,3.773181e-7,0.1028558,0.000001962252,0.00659608,0.08884058,0.3333268,0.395799],"study_design_scores_gemma":[0.00002481924,0.000006578658,0.00183663,0.000004659911,0.000005985261,7.474844e-7,0.004062984,0.000001932466,0.0002201806,0.001670466,0.9920946,0.00007046522],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6414973,0.0000871446,0.0001401018,0.03842347,0.003334123,0.00009839127,3.987516e-7,0.00008831036,0.3163308],"genre_scores_gemma":[0.9531872,0.00001703882,0.0002308518,0.003169428,0.001672698,0.00001242068,0.000003707647,0.000006816396,0.04169985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6587677,"threshold_uncertainty_score":0.7266968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219609491053218,"score_gpt":0.3346722007417561,"score_spread":0.3224761058312239,"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."}}