{"id":"W4409329155","doi":"10.1021/acs.biomac.4c01735","title":"Water and Collagen: A Mystery Yet to Unfold","year":2025,"lang":"en","type":"review","venue":"Biomacromolecules","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Wien; Austrian Science Fund; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Vrije Universiteit Amsterdam; Technische Universiteit Delft; Universiteit van Amsterdam; Max-Planck-Institut für Polymerforschung; Amsterdam University Medical Centers; Fonds De La Recherche Scientifique - FNRS; Convergence","keywords":"Chemistry; Polymer science; Chemical engineering; Polymer chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000532316,0.0005089529,0.0007924337,0.0008731055,0.0004192628,0.001318153,0.00050493,0.00146029,0.00240818],"category_scores_gemma":[0.0007027344,0.0002092776,0.0002468129,0.001015994,0.001019682,0.002508617,0.0006027248,0.002126263,0.001578941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005335712,"about_ca_system_score_gemma":0.001211688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008824886,"about_ca_topic_score_gemma":0.001206714,"domain_scores_codex":[0.9998209,0.00003026451,0.00001897731,0.00003781322,0.00006882494,0.00002328761],"domain_scores_gemma":[0.9996617,0.0001635761,0.00003438244,0.00001369362,0.00008945743,0.00003709277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008410295,0.00005612004,0.0002610463,0.01441937,0.00008120346,0.0002507945,0.0002493521,0.0002661696,0.005912667,0.02606399,0.0585237,0.8938314],"study_design_scores_gemma":[0.000003848962,0.00003284826,0.0003105082,0.00126374,0.0000167453,0.0004690836,0.0001197273,0.00003452602,0.000549775,0.004303997,0.9928849,0.00001022383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001422238,0.9971571,0.0001343784,0.001256495,0.0005982257,0.000001559074,0.000009638979,0.000004295294,0.0006961467],"genre_scores_gemma":[0.001497138,0.9957397,0.0001611569,0.0007537369,0.0007549673,0.000003948572,0.00001718064,0.000001806226,0.001070365],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00240818,"threshold_uncertainty_score":0.008056164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260890501044805,"score_gpt":0.3068051336264684,"score_spread":0.2841962286160204,"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."}}