{"id":"W1906147476","doi":"10.1017/cbo9780511805998.006","title":"Methodological approaches","year":2002,"lang":"en","type":"book-chapter","venue":"Environmental Toxicology","topic":"Immunotoxicology and immune responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","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":[0.02604234,0.001345148,0.0008719508,0.004874749,0.003436562,0.00846145,0.004339649,0.002753556,0.05603917],"category_scores_gemma":[0.0367686,0.0006905043,0.001173513,0.005261863,0.004741875,0.005299454,0.005338785,0.003698737,0.01756681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00772389,"about_ca_system_score_gemma":0.008636091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003810846,"about_ca_topic_score_gemma":0.005293502,"domain_scores_codex":[0.9843529,0.008539865,0.001070865,0.002486689,0.003004807,0.0005448597],"domain_scores_gemma":[0.9855258,0.006118236,0.0006499912,0.002560147,0.004714445,0.0004312953],"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":[0.00003295055,0.00005108823,0.0005307801,0.0006226641,0.00002655809,0.00006755793,0.0028646,0.0004362804,0.0001860711,0.868534,0.03750861,0.08913898],"study_design_scores_gemma":[0.00002044532,0.00002900561,0.0004675606,0.001145874,0.00001934539,0.0001360103,0.002138434,0.0007738791,0.0003929037,0.3271172,0.6677399,0.00001942533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003517127,0.01740951,0.4594781,0.02274359,0.004527234,0.003352474,0.002648407,0.0006524388,0.4856711],"genre_scores_gemma":[0.07372228,0.0161892,0.6012519,0.01735749,0.002113703,0.0156209,0.004014864,0.001395066,0.2683346],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05603917,"threshold_uncertainty_score":0.1874697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1664884317107942,"score_gpt":0.2648560704498869,"score_spread":0.09836763873909268,"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."}}