{"id":"W2791858527","doi":"10.11575/prism/9936","title":"Calgary Ako-katssinn","year":2010,"lang":"ceb","type":"article","venue":"Open MIND","topic":"Social and Educational Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001591384,0.0001406241,0.0001869843,0.00003839999,0.001572198,0.001061114,0.001619857,0.0002191939,0.07440231],"category_scores_gemma":[0.0003542436,0.0001248771,0.00007936925,0.0006874993,0.001056634,0.0007039793,0.0002678738,0.0003413679,0.007749584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005159609,"about_ca_system_score_gemma":0.00174341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0159205,"about_ca_topic_score_gemma":0.02545567,"domain_scores_codex":[0.9980952,0.0001298446,0.0002424494,0.000450747,0.000571763,0.00050999],"domain_scores_gemma":[0.9989402,0.000216367,0.0001395574,0.0002114374,0.0001222123,0.0003702182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001380958,0.0003529997,0.01427048,0.000002738785,0.00002529183,0.000007156569,0.07954496,3.241387e-7,0.001713619,0.01001219,0.02185829,0.8721982],"study_design_scores_gemma":[0.0001125793,0.00002763914,0.02437918,0.00001349702,0.00002089928,0.00000155881,0.01877366,0.0000138364,0.0003359058,0.003729538,0.9523461,0.0002455802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4948609,0.00005277309,9.829095e-7,0.009295439,0.004512585,0.0002389239,0.000009381183,0.000001308591,0.4910277],"genre_scores_gemma":[0.8921883,0.00003870826,0.003031419,0.0003170617,0.002369785,0.00001377883,0.000009628506,0.000007942553,0.1020234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9304878,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07692620771776415,"score_gpt":0.4149812719342066,"score_spread":0.3380550642164425,"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."}}