{"id":"W4406314160","doi":"10.54254/2755-2721/2025.20130","title":"Advances in Blade-Coated Organic Photovoltaics","year":2025,"lang":"en","type":"article","venue":"Applied and Computational Engineering","topic":"Molecular Junctions and Nanostructures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Blade (archaeology); Photovoltaics; Organic solar cell; Materials science; Nanotechnology; Environmental science; Engineering physics; Engineering; Mechanical engineering; Composite material; Photovoltaic system; Electrical engineering; Polymer","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":[0.00002120773,0.00008645265,0.00008422283,0.0001380725,0.00002201774,0.00001623014,0.00003595002,0.00003703311,0.00001006138],"category_scores_gemma":[0.000003745242,0.00009419437,0.00001098008,0.0002886408,0.000007639978,0.00003718505,0.000009504352,0.00009021134,0.000002024935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002027155,"about_ca_system_score_gemma":0.000008319867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001177119,"about_ca_topic_score_gemma":0.000002456916,"domain_scores_codex":[0.9996487,0.000001372507,0.0001078298,0.00009355306,0.00004978094,0.00009874222],"domain_scores_gemma":[0.9998932,0.0000311576,0.00000548846,0.00004145234,0.000008917415,0.00001977738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002302854,0.000003596446,0.00006382249,0.00005432509,0.00001036557,0.000001480593,0.00002455595,0.9435374,0.0305213,0.02036758,0.00003146378,0.005381866],"study_design_scores_gemma":[0.0006155805,0.000006066464,0.008268383,0.00004530503,0.000009632272,0.000005675585,0.00003093302,0.9607067,0.01451979,0.006821246,0.008733415,0.0002373025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4729289,0.003685707,0.5143355,0.00002550439,0.000350958,0.0002037506,0.000003999273,0.0003973521,0.008068272],"genre_scores_gemma":[0.9978501,0.000126372,0.001930334,0.00003270646,0.00001316537,0.00001449769,0.000012393,0.00001059221,0.000009807513],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5249212,"threshold_uncertainty_score":0.3841135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001561802053338568,"score_gpt":0.1702434931701928,"score_spread":0.1686816911168542,"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."}}