{"id":"W2051564234","doi":"10.2976/1.3223356","title":"Stochastic variation: From single cells to superorganisms","year":2009,"lang":"en","type":"article","venue":"HFSP journal","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Multicellular organism; Organism; Phenotype; Biology; Evolutionary biology; Gene; Variation (astronomy); Probabilistic logic; Computational biology; Genetics; 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":[0.001047593,0.0001567871,0.0005173501,0.0006650118,0.0003422986,0.001367158,0.0006064186,0.0005171677,0.001053746],"category_scores_gemma":[0.006060075,0.0003223096,0.0002640966,0.0005813046,0.002447952,0.00134638,0.001405697,0.000886896,0.0002641912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005923798,"about_ca_system_score_gemma":0.0002846691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008026724,"about_ca_topic_score_gemma":0.0007980399,"domain_scores_codex":[0.9990492,0.0002028376,0.00005693208,0.0003391316,0.0002862295,0.00006562142],"domain_scores_gemma":[0.9953187,0.002272158,0.0008833525,0.001007046,0.0002649509,0.0002537828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002936877,0.00009305302,0.1618563,0.0006111538,0.0003583569,0.003357159,0.003391359,0.05211177,0.3240125,0.2323699,0.003650416,0.2178943],"study_design_scores_gemma":[0.00003579201,0.0003068831,0.209414,0.0001208979,0.0002127754,0.007332752,0.00149724,0.1479029,0.04718457,0.5534132,0.03231762,0.0002613364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6780025,0.002720969,0.3069623,0.001424027,0.0001263473,0.00005845498,0.0004338038,0.0008034783,0.009468119],"genre_scores_gemma":[0.983665,0.0004072833,0.01463284,0.0001917752,0.00004703168,0.000026225,0.0001144618,0.00007560311,0.0008397102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001367158,"threshold_uncertainty_score":0.005540311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009303157718989817,"score_gpt":0.2259806090778475,"score_spread":0.2166774513588577,"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."}}