{"id":"W28371659","doi":"10.1016/j.aquatox.2017.03.011","title":"Four Ideas to Improve the Estimates Process","year":2012,"lang":"en","type":"article","venue":"Canadian parliamentary review","topic":"Invertebrate Immune Response Mechanisms","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Process (computing); Economics; Computer science; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006502235,0.0002307015,0.00033665,0.00007967596,0.0002890667,0.00001770281,0.0004714649,0.00009134698,0.003468027],"category_scores_gemma":[0.0001431798,0.000159868,0.00009677402,0.0002384738,0.00007377563,0.0001453385,0.00004883989,0.0002337491,0.00806462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002231324,"about_ca_system_score_gemma":0.0003412035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02181005,"about_ca_topic_score_gemma":0.01345561,"domain_scores_codex":[0.9983753,0.0002079793,0.0002981175,0.00022275,0.00004123584,0.0008546231],"domain_scores_gemma":[0.9990765,0.000077507,0.0000759504,0.0005064809,0.00005133884,0.0002121883],"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":[0.00007769185,0.0001091195,0.004545751,0.002003131,0.0007709023,0.0000432118,0.00139397,0.000001894846,0.05623524,0.003467518,0.7389655,0.1923861],"study_design_scores_gemma":[0.000266383,0.0001065941,0.0008450227,0.001120663,0.0002258491,0.00029225,0.0002828527,0.000001757785,0.02826269,0.0002355328,0.967972,0.0003884294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08865217,0.8750526,0.00009031958,0.02445388,0.004085103,0.004097231,0.0002331291,0.0001211131,0.003214451],"genre_scores_gemma":[0.885421,0.007464581,0.0002049882,0.1023541,0.0001447338,0.0008300202,0.0001926193,0.00007759564,0.003310293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.867588,"threshold_uncertainty_score":0.997443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01991474559852121,"score_gpt":0.265570188940848,"score_spread":0.2456554433423268,"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."}}