{"id":"W4251413894","doi":"10.3410/f.726360222.793520131","title":"Faculty Opinions recommendation of Range expansions transition from pulled to pushed waves as growth becomes more cooperative in an experimental microbial population.","year":2016,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Transition (genetics); Range (aeronautics); Population; Nanotechnology; Chemistry; Materials science; Engineering; Demography; Sociology; Aerospace engineering; Biochemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001552345,0.00255031,0.001579468,0.002898351,0.0008161686,0.002930397,0.003254122,0.002973908,0.04608261],"category_scores_gemma":[0.009505244,0.0007073854,0.002378899,0.003604762,0.0004280858,0.001795129,0.002295431,0.001833114,0.065906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357259,"about_ca_system_score_gemma":0.002315936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02353972,"about_ca_topic_score_gemma":0.07352739,"domain_scores_codex":[0.9987969,0.0001781553,0.0001497662,0.0004448611,0.0002706717,0.0001596038],"domain_scores_gemma":[0.996758,0.000809574,0.0004053933,0.000872002,0.0006989975,0.0004559046],"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":[0.0001289935,0.00003675183,0.003967182,0.0009860054,0.00008727405,0.00002570516,0.00002110371,0.0003644256,0.0002029026,0.0002932276,0.9902821,0.003604308],"study_design_scores_gemma":[0.0006261804,0.00004217289,0.01685261,0.000611831,0.0001507327,0.0001137634,0.00009745501,0.001838353,0.0008080787,0.002214467,0.9765841,0.00006021202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002841971,0.0001094354,0.00009447211,0.0001250619,0.00005698693,0.00001242174,0.9982462,0.000466126,0.0006050844],"genre_scores_gemma":[0.0008241156,0.00007884897,0.0004289486,0.00009220665,0.00001487772,0.00004760177,0.9976043,0.000063652,0.0008454502],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9539174,"threshold_uncertainty_score":0.1541617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336019062598763,"score_gpt":0.3401747041996814,"score_spread":0.3168145135736937,"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."}}