{"id":"W4285277564","doi":"10.37590/able.v42.abs64","title":"Special Place Assignments: Connecting Ecological Concepts to Each Student’s Unique LocaleThrough Scaffolded Portfolio Assignments","year":2022,"lang":"en","type":"article","venue":"Advances in Biology Laboratory Education","topic":"Indigenous and Place-Based Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Locale (computer software); Portfolio; Ecology; Computer science; Geography; Mathematics education; Business; Biology; Mathematics; Programming language","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001970978,0.0001859952,0.0002489262,0.000196492,0.001464496,0.00004823792,0.0004508706,0.0001689071,0.002486145],"category_scores_gemma":[0.0003647777,0.0002073355,0.00003464496,0.0009559665,0.0002013262,0.0004116355,0.00009013717,0.0003436639,0.00004553449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00352593,"about_ca_system_score_gemma":0.003745994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006005594,"about_ca_topic_score_gemma":0.002809599,"domain_scores_codex":[0.9964318,0.001719535,0.0004185106,0.0005410755,0.0003207188,0.0005683949],"domain_scores_gemma":[0.9988096,0.0003415671,0.0002880325,0.0002163945,0.0001862457,0.0001581889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002656415,0.004719051,0.6462531,0.00002914475,0.00006110804,0.00001415665,0.1722016,0.003685139,0.001193758,0.09518843,0.03078673,0.04560219],"study_design_scores_gemma":[0.0003268906,0.0003149468,0.01021362,0.00001505626,0.00001025379,0.000001106077,0.1009827,0.000002105194,0.0001896542,0.002357215,0.885291,0.0002953746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624535,0.0007648919,0.0001670713,0.001406996,0.0101862,0.001103776,0.00006207611,0.00007264756,0.02378278],"genre_scores_gemma":[0.9926654,0.0002232966,0.0007831719,0.002441141,0.002422953,0.0005753256,0.0001813193,0.00001735911,0.0006900815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8545043,"threshold_uncertainty_score":0.9998355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196722062358061,"score_gpt":0.3895089867043091,"score_spread":0.3775417660807284,"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."}}