{"id":"W3216800967","doi":"10.1117/12.2603611","title":"The general equation of the stigmatic lenses: its history and what we have learned from it","year":2021,"lang":"en","type":"article","venue":"","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Structural equation modeling; Lens (geology); Computer science; Optics; Physics; Machine learning","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":[0.002019795,0.0006563812,0.0009871649,0.001072689,0.001015834,0.001862631,0.001296593,0.002380158,0.004637548],"category_scores_gemma":[0.003405872,0.000467506,0.0008685432,0.001035347,0.005940055,0.005290703,0.001600196,0.003743014,0.001331703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00237867,"about_ca_system_score_gemma":0.001223706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581056,"about_ca_topic_score_gemma":0.001397614,"domain_scores_codex":[0.999168,0.0002149436,0.0000615678,0.0001330146,0.0003543976,0.00006805154],"domain_scores_gemma":[0.9987821,0.0005068775,0.00007395171,0.0002371074,0.0003568964,0.00004297941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000746618,0.00000810951,0.0001169744,0.000151376,0.000005592849,0.00003100279,0.00009816088,0.002518117,0.0005102964,0.9793808,0.002813375,0.01435881],"study_design_scores_gemma":[0.00001031592,0.00002104792,0.0001988435,0.0001452804,0.000006829397,0.0002099897,0.00006416209,0.01323631,0.0007290486,0.9263597,0.05897326,0.0000450901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.02596871,0.08548475,0.5837854,0.0253342,0.003830533,0.00008907378,0.0003621048,0.0003029628,0.2748422],"genre_scores_gemma":[0.4889593,0.1374658,0.2695028,0.008845709,0.005476243,0.0003168471,0.0004730917,0.0006682308,0.08829206],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004637548,"threshold_uncertainty_score":0.01725858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05732875424043533,"score_gpt":0.2347616868917136,"score_spread":0.1774329326512782,"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."}}