{"id":"W2548346936","doi":"10.5539/hes.v6n4p90","title":"Evaluating Interactive Transect Area Assessments Hands-On Instruction for Natural Resource Undergraduate Students","year":2016,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transect; Bachelor; Mean squared error; Computer science; Environmental science; Statistics; Mathematics education; Mathematics; Geography; Geology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005197675,0.0001413479,0.0001644611,0.0001792365,0.0007482916,0.00008498808,0.0001746637,0.00004917298,0.0001127216],"category_scores_gemma":[0.0001125438,0.0001033604,0.00009365717,0.0002192821,0.00016313,0.0002505835,0.00001805453,0.00007885939,0.0000229171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002896066,"about_ca_system_score_gemma":0.0002606322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001506465,"about_ca_topic_score_gemma":0.0002028144,"domain_scores_codex":[0.9984553,0.0002855102,0.000225958,0.0003152792,0.0004720214,0.0002458838],"domain_scores_gemma":[0.9983834,0.0006391205,0.000181555,0.0001425059,0.0005827814,0.00007064758],"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":[0.0009634419,0.002002131,0.2494373,0.0001163698,0.001543449,3.516372e-7,0.07121077,0.00001081921,0.0008213727,0.0693827,0.07382465,0.5306866],"study_design_scores_gemma":[0.00356682,0.0007341359,0.4229371,0.0004761915,0.0001913847,0.000001429784,0.1019455,0.000002423373,0.0003669215,0.0173952,0.4518126,0.0005703075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737746,0.0003606805,0.0000438428,0.01404421,0.006206785,0.0005107047,0.000005536556,0.00007087282,0.004982746],"genre_scores_gemma":[0.9681594,0.00016288,0.0002883245,0.0005004802,0.00058719,0.0003927557,0.000010259,0.00001202155,0.02988663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5301163,"threshold_uncertainty_score":0.575533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2022454441242919,"score_gpt":0.5504506938844788,"score_spread":0.3482052497601869,"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."}}