{"id":"W4377088681","doi":"10.1002/9781119780045.ch19","title":"Molecular Gels–Barriers, Advances, and Opportunities","year":2023,"lang":"en","type":"other","venue":"","topic":"Supramolecular Self-Assembly in Materials","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Nanotechnology; Structuring; Chemistry; Supersaturation; Biochemical engineering; Materials science; Organic chemistry; Engineering; Business","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":["insufficient_payload"],"category_scores_codex":[0.0003747442,0.0004177746,0.0005211187,0.0002387049,0.00006263582,0.0002126971,0.000374551,0.0003342847,0.01431061],"category_scores_gemma":[0.0001249309,0.0003844562,0.00006308899,0.00008081338,0.0001869705,0.0001146566,0.000265937,0.0000873641,0.001867004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003523309,"about_ca_system_score_gemma":0.0001115557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002116202,"about_ca_topic_score_gemma":0.0001179733,"domain_scores_codex":[0.9980579,0.0001634676,0.0003024715,0.0006182333,0.0004076278,0.0004503175],"domain_scores_gemma":[0.9988448,0.00005600513,0.0002081129,0.0006134587,0.00003387743,0.0002437283],"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":[0.00001649371,0.00001829962,0.00001750996,0.0006326941,0.0001149729,0.001028426,0.00009031691,0.000004455271,0.3286134,0.01447649,0.6524653,0.00252159],"study_design_scores_gemma":[0.0001849353,0.00003313745,0.000001328586,0.0001455543,0.00005959955,0.00001521601,0.000149706,0.000002492224,0.07560846,0.0004579845,0.9228411,0.0005005273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008394711,0.03935295,0.001132758,0.0005902506,0.0075073,0.001190288,0.000603074,0.0081456,0.9330831],"genre_scores_gemma":[0.003300023,0.03033704,0.008819758,0.002202623,0.001055274,0.0003294793,0.0001199393,0.005759485,0.9480764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2703757,"threshold_uncertainty_score":0.9998608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892302840274599,"score_gpt":0.2611019157306951,"score_spread":0.2421788873279491,"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."}}