{"id":"W4313320289","doi":"10.32920/21740759.v1","title":"Effects of pulsewidth on two-photon polymerization","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Nonlinear Optical Materials Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Fluence; Polymerization; Materials science; Femtosecond; Laser; Irradiation; Photon; Diffusion; Optics; Physics; Polymer; Thermodynamics; Quantum mechanics","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":[0.0004010753,0.0004182184,0.0002421975,0.0002583367,0.0002195373,0.0003416413,0.0002963267,0.000339735,0.002214729],"category_scores_gemma":[0.002009059,0.0002515674,0.0002219209,0.0002099764,0.0003307075,0.0004582583,0.0003468647,0.0006595992,0.0002626993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021187,"about_ca_system_score_gemma":0.0001484544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002410592,"about_ca_topic_score_gemma":0.000221124,"domain_scores_codex":[0.9996574,0.00006852097,0.00002145581,0.00007281502,0.000127636,0.00005219332],"domain_scores_gemma":[0.9963981,0.002743043,0.0003304367,0.0001962811,0.0002003311,0.0001316906],"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":[0.0002854647,0.00002389515,0.0003064105,0.00006679662,0.000008773498,0.00008642872,0.00004999025,0.0004666352,0.993395,0.0001330915,0.00002798735,0.00514945],"study_design_scores_gemma":[0.00001207525,0.0002557934,0.001433377,0.00001007044,0.00002476381,0.0001638061,0.00001627623,0.002055368,0.9952635,0.00007475734,0.0006791204,0.00001113649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742858,0.003451033,0.01809651,0.0001297995,0.00009872859,0.00002591244,0.000101021,0.0002908796,0.003520174],"genre_scores_gemma":[0.9931313,0.001071138,0.004652972,0.00005328908,0.00002528446,0.00001173081,0.00006484628,0.0001453057,0.0008440367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002214729,"threshold_uncertainty_score":0.007409036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006386807132533404,"score_gpt":0.2303503288197269,"score_spread":0.2239635216871936,"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."}}