{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001998575,0.0001536837,0.0001862494,0.000054423,0.001007545,0.0007485164,0.001123539,0.0004310413,0.00198334],"category_scores_gemma":[0.001633662,0.0001326331,0.0001266733,0.00003646223,0.0003204641,0.0003417865,0.000269564,0.0006236684,0.0005419487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039841,"about_ca_system_score_gemma":0.001879383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03387487,"about_ca_topic_score_gemma":0.01566369,"domain_scores_codex":[0.9983484,0.0002425968,0.0002043619,0.0003784432,0.0005398847,0.0002862713],"domain_scores_gemma":[0.9984398,0.0001762863,0.0003966503,0.0006297447,0.000211721,0.0001457455],"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":[0.00001210273,0.0001280533,0.004354761,0.0001360446,0.0001582006,0.000006806049,0.2320917,0.00000856225,0.000001425323,0.5905813,0.118748,0.05377302],"study_design_scores_gemma":[0.00003854258,0.00000648057,0.0009072607,0.00004219713,0.00003341245,3.628306e-7,0.01740209,0.000006798411,0.000002784697,0.1513602,0.8300327,0.0001671357],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002958558,0.0003277101,0.00005831519,0.1195199,0.003147256,0.0003085748,0.00001081325,0.0001292975,0.8735395],"genre_scores_gemma":[0.237309,0.0003869324,0.005748112,0.001224757,0.004543229,0.00005443854,0.00006716892,0.00002219137,0.7506441],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7112847,"threshold_uncertainty_score":0.998929,"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."}}