{"id":"W52482134","doi":"10.1007/3-540-07727-8_5","title":"Study of polymers by inverse gas chromatography","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in polymer science","topic":"Adsorption, diffusion, and thermodynamic properties of materials","field":"Chemistry","cited_by":112,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Inverse gas chromatography; Polymer; Adsorption; Crystallinity; Diffusion; Thermodynamics; Gas chromatography; Gas phase; Molecule; Polymer adsorption; Work (physics); Materials science; Chemistry; Chromatography; Physical chemistry; Organic chemistry; Physics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001758342,0.0004232381,0.00057343,0.000348121,0.0001929486,0.00002468458,0.001201457,0.0001757391,0.001233759],"category_scores_gemma":[0.00001817763,0.0003835291,0.0001059961,0.0001829646,0.001991321,0.0006034162,0.0002790468,0.0002112062,0.00001900917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008787586,"about_ca_system_score_gemma":0.000176306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002899113,"about_ca_topic_score_gemma":0.0001271649,"domain_scores_codex":[0.9972436,0.00001330257,0.0006642578,0.0007776826,0.0008614339,0.0004396719],"domain_scores_gemma":[0.9984448,0.00004046932,0.0005167272,0.0007922513,0.00006990202,0.0001358375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006755525,0.002750874,0.004929269,0.0009278826,0.0002794046,0.0002616155,0.01367098,0.00002427903,0.8324227,0.009687874,0.001375776,0.1329938],"study_design_scores_gemma":[0.007460851,0.001183158,0.0001952897,0.002767358,0.000264724,0.0002262841,0.004930039,0.0002149457,0.8734191,0.006737147,0.09742329,0.00517782],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4821553,0.0536946,0.000003460978,0.00001128023,0.0004884982,0.0001864831,0.00008658905,0.00007580817,0.463298],"genre_scores_gemma":[0.9092331,0.01688896,0.00002858636,0.00005981242,0.00008064588,0.0000253839,0.00002026357,0.00006729922,0.07359595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4270778,"threshold_uncertainty_score":0.9998617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009434763530540473,"score_gpt":0.2321274520530141,"score_spread":0.2226926885224736,"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."}}