{"id":"W2095609180","doi":"10.1145/1753326.1753464","title":"One size does not fit all","year":2010,"lang":"en","type":"article","venue":"","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":309,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0151191,0.001748149,0.001507543,0.002211355,0.005689736,0.009000102,0.002946436,0.005725714,0.03662405],"category_scores_gemma":[0.05922154,0.0006566153,0.001737583,0.001394104,0.01191202,0.02268942,0.008176162,0.009437712,0.01764668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003406109,"about_ca_system_score_gemma":0.006411165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004132002,"about_ca_topic_score_gemma":0.006850347,"domain_scores_codex":[0.9848585,0.005990563,0.0007621584,0.00247928,0.004901065,0.001008485],"domain_scores_gemma":[0.9665814,0.01161436,0.001865473,0.007651518,0.008499801,0.003787407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002249366,0.000316886,0.005012459,0.001112417,0.0002640327,0.0005250357,0.004466831,0.0007122585,0.001502374,0.426538,0.326676,0.2326487],"study_design_scores_gemma":[0.00008672897,0.0003102328,0.001574186,0.001193784,0.0001451056,0.0007546581,0.004721278,0.001496503,0.0008647924,0.341644,0.6471043,0.0001043605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01434704,0.008739693,0.05638308,0.6446416,0.01652945,0.0003638127,0.0007247554,0.001735397,0.2565353],"genre_scores_gemma":[0.4600429,0.01530969,0.07820323,0.2768568,0.007353483,0.0009583814,0.001203551,0.003333202,0.1567388],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03662405,"threshold_uncertainty_score":0.1225196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009964137885506756,"score_gpt":0.2499443175739424,"score_spread":0.2399801796884357,"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."}}