{"id":"W1929232145","doi":"","title":"12th International Conference formation Visualisation, 2008. IV '08","year":2008,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Visualization; Computer science; Artificial intelligence","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":[0.002957021,0.001535601,0.001523437,0.00161795,0.0009467803,0.00782882,0.001986572,0.002315657,0.1844977],"category_scores_gemma":[0.004595608,0.0007646602,0.001001784,0.001604696,0.001091543,0.004737673,0.00292965,0.002381376,0.1001289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105731,"about_ca_system_score_gemma":0.001502114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005012381,"about_ca_topic_score_gemma":0.006536568,"domain_scores_codex":[0.9988251,0.000369465,0.00006176935,0.0002298227,0.0003985679,0.0001152677],"domain_scores_gemma":[0.9977909,0.0004701483,0.00004071079,0.0006645673,0.0007285933,0.0003051388],"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":[0.0003686355,0.0001778204,0.000638954,0.000390329,0.00006100871,0.0001456277,0.0003205416,0.000935366,0.004426179,0.01242912,0.6763052,0.3038012],"study_design_scores_gemma":[0.00005715879,0.00009667681,0.000889455,0.000273474,0.00004606498,0.000361508,0.0002927238,0.006966452,0.002961972,0.008648142,0.9793749,0.00003147032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01602547,0.04825525,0.4925802,0.01518952,0.04044422,0.0008215088,0.006375384,0.04757752,0.332731],"genre_scores_gemma":[0.04485848,0.0247303,0.1390517,0.00157148,0.003303772,0.0003575489,0.01460753,0.005908299,0.7656109],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1844977,"threshold_uncertainty_score":0.6172061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05589623405032536,"score_gpt":0.3094984189850388,"score_spread":0.2536021849347134,"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."}}