{"id":"W2247461623","doi":"","title":"Collaborative Mode Complex Assessment Tasks in Authentic Context: Theoretical Background, Internet Implementation and Validation","year":2010,"lang":"en","type":"article","venue":"","topic":"Bayesian Methods and Mixture Models","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Context (archaeology); The Internet; Computer science; Psychology; World Wide Web; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0006331654,0.000121351,0.0001569325,0.00009058211,0.00004434471,0.0002638932,0.0002449278,0.00006060213,0.0002798079],"category_scores_gemma":[0.00001041359,0.0001003304,0.0000204098,0.0001997277,0.0001097116,0.0004103197,0.0001451804,0.0001851073,0.000005331936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003363661,"about_ca_system_score_gemma":0.00006763209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001320048,"about_ca_topic_score_gemma":0.0006102386,"domain_scores_codex":[0.9988362,0.000225101,0.0002561072,0.0003298618,0.0001666025,0.0001861729],"domain_scores_gemma":[0.9994056,0.0001293442,0.00006745446,0.0002351184,0.00008487849,0.00007760699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003803073,0.00003269661,0.0008313,0.000003757667,0.000006218062,0.000001670113,0.001167693,9.318989e-7,0.004763862,0.9355854,0.0001549865,0.0574477],"study_design_scores_gemma":[0.001313189,0.0001419414,0.01771002,0.00001071118,0.00001097909,0.00001377684,0.0008600957,0.4469918,0.007690789,0.5244657,0.0005101782,0.0002807902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1791853,0.00000437983,0.816319,0.001029351,0.0001523766,0.0002624195,0.000004731789,0.00003187303,0.003010466],"genre_scores_gemma":[0.6576661,0.000001892412,0.3419958,0.0002515823,0.00001446564,0.00002051054,0.00001150571,0.000004061307,0.00003406903],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4784808,"threshold_uncertainty_score":0.4091354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937933609933619,"score_gpt":0.3673407044692696,"score_spread":0.3479613683699335,"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."}}