{"id":"W2005539483","doi":"10.1002/mabi.200500102","title":"Preparation of Ready‐to‐use, Stockable and Reconstituted Collagen","year":2005,"lang":"en","type":"article","venue":"Macromolecular Bioscience","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Stock solution; Aqueous solution; Ultimate tensile strength; Homogeneous; Solvent; Chemistry; Fibroblast; Chemical engineering; Solubility; Materials science; Polymer chemistry; Composite material; Organic chemistry; In vitro; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002812674,0.0000930531,0.0001161469,0.0001028092,0.0001449305,0.000144918,0.000145552,0.00004650281,0.000201015],"category_scores_gemma":[0.0001432152,0.00009269227,0.00001765248,0.0004288513,0.0001238626,0.000456852,0.00006538594,0.00002060069,0.00009398337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003688732,"about_ca_system_score_gemma":0.00008258696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006242172,"about_ca_topic_score_gemma":0.00006164947,"domain_scores_codex":[0.9989823,0.00005126684,0.0002330261,0.0003272237,0.0002298911,0.0001763598],"domain_scores_gemma":[0.9994124,0.00002057098,0.0001135667,0.0002289962,0.0001196516,0.0001048472],"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":[0.00002493209,0.00003079517,0.0001366292,0.000006768954,9.876809e-7,0.00000211221,0.0001862793,0.0001754666,0.9973082,0.0003279045,0.0001736914,0.001626212],"study_design_scores_gemma":[0.0001273695,0.00008242307,0.002953064,0.00001705543,0.00000614101,0.00002837095,0.00002252877,0.0007945314,0.9735437,0.00001291721,0.0222911,0.0001207994],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796098,0.00001942473,0.01850226,0.0003152579,0.000185999,0.0002903218,0.00002932341,0.00004912725,0.0009985309],"genre_scores_gemma":[0.9827096,0.00001065347,0.01618402,0.0003216327,0.00002088501,0.00001151887,0.000008429304,0.000006200121,0.0007270832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02376452,"threshold_uncertainty_score":0.3779881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606699425238013,"score_gpt":0.2860712334830182,"score_spread":0.2700042392306381,"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."}}