{"id":"W2107817016","doi":"10.1080/00387010.2012.686143","title":"On the Feasibility of an<i>In Vitro</i>Noninvasive Absorbance-Based Cell Proliferation Analysis Technique, Using Cell Culture Media","year":2013,"lang":"en","type":"article","venue":"Spectroscopy Letters","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Concordia University","funders":"Université du Québec à Chicoutimi","keywords":"Polydimethylsiloxane; HeLa; Spectrophotometry; Chemistry; Absorbance; Substrate (aquarium); Cell culture; Bioassay; In vitro; Cell; Chromatography; Biophysics; Biomedical engineering; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005287235,0.0002026714,0.0002765603,0.0003286249,0.00005558502,0.00006128044,0.0003689974,0.0001233954,0.0002002513],"category_scores_gemma":[0.0001069121,0.0001513061,0.000126339,0.001119762,0.0001530486,0.0001047017,0.00002297099,0.0004406348,0.00001854294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217445,"about_ca_system_score_gemma":0.00005527489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001287347,"about_ca_topic_score_gemma":0.00001942843,"domain_scores_codex":[0.9982194,0.0001593564,0.0003217922,0.0003203625,0.0005587795,0.0004203237],"domain_scores_gemma":[0.9989395,0.0002640618,0.00007623262,0.0005578128,0.00006500343,0.00009738756],"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":[0.00002349014,0.0000767434,0.001372157,0.00008034486,0.0000168966,0.000004584126,0.0001216735,0.02482878,0.973056,0.000006121034,0.0003971972,0.0000160496],"study_design_scores_gemma":[0.0002110258,0.00004712982,0.001212655,0.00002415695,0.00002956612,1.972974e-7,0.00002258609,0.1174527,0.8807346,0.0001319273,0.000004296636,0.0001291823],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953448,0.00002766247,0.04447709,0.0005748797,0.00005797831,0.0008590388,0.00001336163,0.00009563306,0.0004463388],"genre_scores_gemma":[0.9675905,0.000002784821,0.03176466,0.0004104713,0.00005198264,0.0001195782,0.00002794814,0.00002803185,0.000004045839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09262396,"threshold_uncertainty_score":0.6170085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663244290484429,"score_gpt":0.2714329912641444,"score_spread":0.2548005483593001,"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."}}