{"id":"W2011187736","doi":"10.1021/bm900379g","title":"Correlating Mechanical Properties with Aggregation Processes in Electrochemically Fabricated Collagen Membranes","year":2009,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Membrane; Chemistry; Chemical engineering; Biophysics; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003945408,0.0002728852,0.0001383023,0.0001962124,0.0001468991,0.0002619837,0.0001469669,0.0003286958,0.0004301251],"category_scores_gemma":[0.0008206618,0.0001144926,0.0001303634,0.0002216775,0.0002214502,0.0003444646,0.0001662251,0.0004194357,0.0001400596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143476,"about_ca_system_score_gemma":0.00007891702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001768254,"about_ca_topic_score_gemma":0.0004181817,"domain_scores_codex":[0.9998198,0.00003204221,0.00001827637,0.00002940762,0.0000753754,0.0000252287],"domain_scores_gemma":[0.9993032,0.0003032367,0.0002119632,0.00003831485,0.0001040186,0.00003925493],"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":[0.00001122596,0.000005311948,0.0002796095,0.00001672672,0.000002177044,0.00001778115,0.00001547689,0.00005570477,0.998656,0.00001473322,0.000005030465,0.0009202006],"study_design_scores_gemma":[0.000001670154,0.00006941592,0.00345521,0.000002082187,0.000004742143,0.00007988437,0.00001895055,0.0007876435,0.9953099,0.00002897014,0.000236837,0.000004716858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818798,0.001496197,0.01583692,0.00009740435,0.00001899968,0.00002477992,0.0001533943,0.00003507951,0.0004574483],"genre_scores_gemma":[0.9865171,0.0008277787,0.01195864,0.00005477216,0.000008404454,0.00003237811,0.0001126959,0.000009093833,0.0004792637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004301251,"threshold_uncertainty_score":0.00208652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106074642484935,"score_gpt":0.2158233824551714,"score_spread":0.204762636030322,"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."}}