{"id":"W2000865132","doi":"10.1038/nchem.883","title":"Model, make, measure","year":2010,"lang":"en","type":"letter","venue":"Nature Chemistry","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Chemistry; Measure (data warehouse); Sorption; Metal-organic framework; Nanotechnology; Computational chemistry; Physical chemistry; Adsorption; Data mining","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001500489,0.0007934507,0.000704105,0.00003132047,0.0002346735,0.0002057507,0.001536509,0.02565163,0.01147532],"category_scores_gemma":[0.0004257644,0.0007572898,0.0004749385,0.0001802615,0.0002077784,0.0000395319,0.0001812102,0.03822868,0.0001653743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228067,"about_ca_system_score_gemma":0.0003541514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002907839,"about_ca_topic_score_gemma":0.000001917059,"domain_scores_codex":[0.9966995,0.00000970238,0.0005070129,0.001173899,0.0009278682,0.0006820592],"domain_scores_gemma":[0.9965401,0.0001918693,0.0004098657,0.002454488,0.0002352557,0.0001683914],"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":[0.000002827124,0.00002917126,0.000002189003,0.0005621523,0.00007714547,0.00003320704,0.000008087946,0.000001896535,0.3428324,0.00001568295,0.6554496,0.0009856569],"study_design_scores_gemma":[0.000103524,4.565525e-7,1.952901e-7,0.0001768794,0.0001316618,0.0000438328,0.000004259882,0.0001873789,0.3307372,0.0006554928,0.6674067,0.0005524564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002313959,0.00502132,0.0002880274,0.6058108,0.0005358421,0.0002222765,0.001211948,0.0008091784,0.3837866],"genre_scores_gemma":[0.04787907,0.0002218466,0.006804976,0.6526065,0.03619429,0.0004884562,0.005450804,0.0007952318,0.2495589],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1342277,"threshold_uncertainty_score":0.9994878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319489684110862,"score_gpt":0.2351520770224258,"score_spread":0.2219571801813172,"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."}}