{"id":"W1971726611","doi":"10.1088/0266-5611/22/4/004","title":"Solving inverse two-point boundary value problems using collage coding","year":2006,"lang":"en","type":"article","venue":"Inverse Problems","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Inverse; Value (mathematics); Inverse problem; Coding (social sciences); Boundary value problem; Point (geometry); Mathematical analysis; Applied mathematics; Geometry; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001347048,0.0004742369,0.0006587353,0.000230961,0.0004653065,0.0003452568,0.0003745326,0.0002185021,0.0003949323],"category_scores_gemma":[0.0003184838,0.0004483212,0.0002568194,0.000466712,0.0002585418,0.0004880029,0.0002878961,0.0004079121,0.0001553808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003469298,"about_ca_system_score_gemma":0.0001684824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007783963,"about_ca_topic_score_gemma":0.0006251173,"domain_scores_codex":[0.9967332,0.0001360449,0.00107784,0.0005847191,0.0006161092,0.0008521078],"domain_scores_gemma":[0.9980333,0.0004197379,0.0005180521,0.0006395911,0.0001712395,0.0002180123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003021107,0.001073705,0.001088922,0.003700684,0.0002163985,0.0001619165,0.0026643,0.01403017,0.08483155,0.8729906,0.0188723,0.0003392642],"study_design_scores_gemma":[0.0008766972,0.00003972856,0.000006963696,0.0005421078,0.00009449107,0.00005641019,0.000179859,0.4557995,0.0005615926,0.5386821,0.002676353,0.0004841905],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7030153,0.0002471117,0.1709731,0.0006042441,0.001128142,0.003867976,0.0001208508,0.001073543,0.1189697],"genre_scores_gemma":[0.8024126,0.00004301466,0.1929838,0.0004908621,0.0004902868,0.0001347063,0.00005132242,0.0002713627,0.003122032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4417693,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05251965185107976,"score_gpt":0.2918440079783343,"score_spread":0.2393243561272545,"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."}}