{"id":"W7075335362","doi":"","title":"Towards automatic description of knowledge components","year":2015,"lang":"en","type":"article","venue":"NPARC","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Probabilistic logic; Component (thermodynamics); Key (lock); Simple (philosophy); Test (biology); Cognition","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002346829,0.002084616,0.001858162,0.01006158,0.0009707536,0.004628747,0.004330914,0.003071294,0.005025435],"category_scores_gemma":[0.02447166,0.0009273562,0.00243726,0.00898461,0.001178611,0.006915212,0.00437023,0.004129559,0.005001466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002066419,"about_ca_system_score_gemma":0.004144287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008574546,"about_ca_topic_score_gemma":0.009969079,"domain_scores_codex":[0.9954027,0.0009666103,0.0005492312,0.001314538,0.001447018,0.0003198035],"domain_scores_gemma":[0.9874445,0.006729851,0.0007681382,0.002389274,0.002302283,0.0003657922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004826298,0.0003763183,0.01261165,0.0016237,0.0002975143,0.0006033442,0.0009398448,0.02947582,0.01043652,0.03547458,0.05622831,0.8514497],"study_design_scores_gemma":[0.0001019941,0.0000806536,0.004196977,0.0002887194,0.0001864768,0.0005393878,0.0004769046,0.7816195,0.01148828,0.1631669,0.03776607,0.00008813531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02589892,0.001690087,0.9323189,0.001091078,0.0001038189,0.0003805596,0.0216541,0.01303197,0.003830693],"genre_scores_gemma":[0.2079692,0.001077322,0.7126311,0.000490232,0.000170619,0.0007580818,0.07273914,0.0009107586,0.003253558],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01006158,"threshold_uncertainty_score":0.01704925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393628565848996,"score_gpt":0.25806880940489,"score_spread":0.2241325237464001,"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."}}