{"id":"W4239585451","doi":"10.3410/f.726228488.793516823","title":"Faculty Opinions recommendation of Collaboration between primitive cell membranes and soluble catalysts.","year":2016,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Membrane; Catalysis; Chemistry; Computer science; Chemical engineering; Engineering; Organic chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001034017,0.0005665721,0.001032736,0.0002096631,0.0002800584,0.0001833915,0.001501365,0.001036075,0.0007029895],"category_scores_gemma":[0.006230983,0.0003716717,0.0003655797,0.001218548,0.0005149834,0.0004236605,0.000737196,0.001070392,0.0000245862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002163383,"about_ca_system_score_gemma":0.00100742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006414061,"about_ca_topic_score_gemma":0.000007169842,"domain_scores_codex":[0.9954127,0.0001965736,0.00152665,0.0008123777,0.00161439,0.0004373061],"domain_scores_gemma":[0.9893832,0.000308301,0.001722483,0.001542957,0.006651349,0.0003917212],"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":[0.00001136954,0.0001872003,0.00001841482,0.02403089,0.0001607941,2.82111e-7,0.0001112544,1.343536e-8,0.0001742,0.00003207698,0.9740935,0.001180004],"study_design_scores_gemma":[0.0008270271,0.00004488623,0.0001674229,0.008270304,0.0002243596,0.00001461076,0.00005426493,0.000001747851,0.00384384,0.00002382578,0.9861643,0.0003633751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000003172434,0.001015207,0.000006275951,0.1178802,0.0002382818,0.000689787,0.8796511,0.00003802102,0.0004779372],"genre_scores_gemma":[0.00003720356,0.0008248141,0.0001911089,0.0004773944,0.0004593963,0.0002107388,0.9918419,0.00003494429,0.005922504],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1174028,"threshold_uncertainty_score":0.9998735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006332885862381,"score_gpt":0.3497165395259717,"score_spread":0.3196532106673479,"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."}}