{"id":"W4389358516","doi":"10.1130/abs/2023am-394521","title":"IMPACT OF AN ADVISORY ROLE STUDENTS-AS-PARTNERS MODEL IN A FIELD-BASED SCIENCE LEARNING CURRICULUM DEVELOPMENT INITIATIVE","year":2023,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Field (mathematics); Advisory committee; Engineering management; Mathematics education; Medical education; Computer science; Engineering ethics; Knowledge management; Engineering; Psychology; Political science; Pedagogy; 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":[],"consensus_categories":[],"category_scores_codex":[0.002225294,0.0001951444,0.0003605326,0.0001137753,0.0005293984,0.00006104893,0.0005947277,0.0001604585,0.00005624206],"category_scores_gemma":[0.000439769,0.0001467529,0.0001517072,0.002139213,0.001706597,0.000377384,0.000127771,0.0005456838,0.00001371693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001632853,"about_ca_system_score_gemma":0.001933779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007489994,"about_ca_topic_score_gemma":0.0001313634,"domain_scores_codex":[0.9970525,0.0002312338,0.0004280457,0.0004346686,0.001059539,0.000793995],"domain_scores_gemma":[0.9986058,0.0002977618,0.00044367,0.0001435719,0.0002845631,0.0002246504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001276189,0.001228501,0.6177951,0.00004050491,0.00006624528,0.00001165278,0.06139834,0.1998912,0.0002571404,0.00004144285,0.00002195048,0.1191203],"study_design_scores_gemma":[0.002419512,0.009909774,0.7479103,0.0004421567,0.00004578041,0.000001915786,0.1436109,0.09073985,0.001209515,0.000912174,0.001725297,0.001072912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957907,0.00002292417,0.0002857266,0.000225078,0.00001065465,0.0004893388,6.967067e-7,0.0001561638,0.003018769],"genre_scores_gemma":[0.9810786,0.00003404596,0.01854527,0.0001773979,0.00001320592,0.00007909042,0.00001724783,0.00001000193,0.00004509648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1301151,"threshold_uncertainty_score":0.9991192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819277498904172,"score_gpt":0.389330532997485,"score_spread":0.3511377580084433,"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."}}