{"id":"W1978174567","doi":"10.1016/j.bios.2014.05.056","title":"Comment on “Image-based ELISA on an activated polypropylene microtest plate — A spectrophotometer-free low cost assay technique”","year":2014,"lang":"en","type":"letter","venue":"Biosensors and Bioelectronics","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Polypropylene; Chemistry; Chromatography; Analytical Chemistry (journal); Materials science; Optics; Composite material; Physics","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003492937,0.001017189,0.0008104591,0.0005643886,0.0002090521,0.000270118,0.0004481687,0.00149983,0.00005794923],"category_scores_gemma":[0.00005200006,0.00086907,0.0002649644,0.0004076448,0.0001771185,0.00006860321,0.00004643358,0.002978291,0.0000628452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000589393,"about_ca_system_score_gemma":0.00004984647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005164143,"about_ca_topic_score_gemma":0.00001182626,"domain_scores_codex":[0.9965886,0.0002306136,0.0005222635,0.0009318014,0.0005086727,0.001217975],"domain_scores_gemma":[0.9982024,0.0002154447,0.0001722333,0.001096556,0.00008473333,0.000228603],"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":[0.0002464315,0.0002223509,0.000002065741,0.0003882207,0.0001860716,0.000177098,0.000007034124,0.00009988355,0.6091404,0.00006263461,0.3857565,0.003711325],"study_design_scores_gemma":[0.0007377467,0.001978822,0.000007893587,0.0002556784,0.00008316123,0.00002949079,0.000002069901,0.01132862,0.622157,0.00009448249,0.3624,0.0009250563],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1187817,0.0006594359,0.01267402,0.8468246,0.001830047,0.008630738,0.002352165,0.005214303,0.003032998],"genre_scores_gemma":[0.3463055,0.001198052,0.004538134,0.6401642,0.004246849,0.0003468015,0.001748909,0.0009551311,0.0004964172],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2275238,"threshold_uncertainty_score":0.9997965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020325478191515,"score_gpt":0.217234473430996,"score_spread":0.2070312186490808,"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."}}