{"id":"W2547516676","doi":"","title":"POSTER: Enhancements of Simulated Science Laboratory Assessments","year":2016,"lang":"en","type":"article","venue":"ITC 2016 Conference","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Intervention (counseling); Computer science; Mathematics education; 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":[0.002053995,0.000141672,0.0002059972,0.0001959482,0.0001104479,0.00002151679,0.0004746652,0.00007800115,0.002748048],"category_scores_gemma":[0.0003713298,0.00009421947,0.00002584215,0.0004563478,0.0005291723,0.0002039278,0.00009121605,0.0001652827,0.0005054967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005614777,"about_ca_system_score_gemma":0.0003424655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007995015,"about_ca_topic_score_gemma":8.118683e-7,"domain_scores_codex":[0.9981074,0.0005040749,0.0003089097,0.0003967411,0.000315412,0.0003675055],"domain_scores_gemma":[0.9982319,0.0002461232,0.0002626595,0.0005019039,0.000687219,0.00007022844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009355276,0.0001511571,0.06502398,0.000009488851,0.00005136681,0.000005264256,0.0009624665,5.131678e-7,0.8162204,0.01304373,0.0005915407,0.1038465],"study_design_scores_gemma":[0.004073564,0.001202471,0.6859627,0.000850353,0.00004242998,0.000005462348,0.0003637891,0.00006261855,0.2703386,0.002544633,0.03369269,0.0008607043],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8999239,0.00003337556,0.03451162,0.0001451706,0.0009340897,0.0001246769,0.00002522603,0.00007188531,0.06423008],"genre_scores_gemma":[0.9911112,0.00000361551,0.001243534,0.000129389,0.00003898474,0.000005623831,0.000001385409,0.0000133538,0.007452927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6209387,"threshold_uncertainty_score":0.9981636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06923889265197267,"score_gpt":0.4505772921275624,"score_spread":0.3813383994755897,"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."}}