{"id":"W4413671787","doi":"10.64628/aam.d4w9ff3vc","title":"A guide: Think before you appropriate","year":2017,"lang":"en","type":"preprint","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006890555,0.00226709,0.002109305,0.002901359,0.004020213,0.01072764,0.003457444,0.01238799,0.1097862],"category_scores_gemma":[0.05844553,0.001488744,0.001155353,0.001444891,0.005391255,0.01254072,0.005627519,0.02263244,0.2283777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002444577,"about_ca_system_score_gemma":0.01416186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006955764,"about_ca_topic_score_gemma":0.01513361,"domain_scores_codex":[0.9924539,0.003169865,0.0005649276,0.0004894562,0.002810267,0.0005116581],"domain_scores_gemma":[0.9465833,0.01723423,0.001339252,0.002979835,0.02256502,0.009298447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000732761,0.00002726346,0.00005054026,0.00009893944,0.000002238673,0.00002985916,0.0004463918,0.00002473406,0.00008459325,0.002942951,0.980244,0.01604101],"study_design_scores_gemma":[0.00002305248,0.00001819565,0.0001372245,0.0005991593,0.00000447637,0.0001640143,0.00165341,0.00009702142,0.0001148155,0.01265164,0.9844983,0.00003870303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009338011,0.01007285,0.09523986,0.7012747,0.05126492,0.001529156,0.004029413,0.01766207,0.1179933],"genre_scores_gemma":[0.007682156,0.01109216,0.1851514,0.2383788,0.01492242,0.004635799,0.003723829,0.009867409,0.524546],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1097862,"threshold_uncertainty_score":0.3672714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1239701769432022,"score_gpt":0.4309400475025355,"score_spread":0.3069698705593333,"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."}}