{"id":"W3163856478","doi":"10.36227/techrxiv.14541924.v1","title":"On the Formulation and Implementation of the Love's Constraint for the Source Reconstruction Method","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Constraint (computer-aided design); Regularization (linguistics); Inverse problem; Context (archaeology); Computer science; Inverse method; Antenna (radio); Mathematical optimization; Inverse; Algorithm; Mathematics; Applied mathematics; Telecommunications; Artificial intelligence; Geometry; Mathematical analysis; Geology","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":[0.002976912,0.0006275644,0.000675054,0.000777016,0.0005359064,0.002356531,0.001159087,0.00181414,0.004962979],"category_scores_gemma":[0.006851641,0.0005537043,0.0007663771,0.0007324461,0.001952872,0.002410515,0.001612548,0.00284094,0.001722657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005502444,"about_ca_system_score_gemma":0.0009852439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009187642,"about_ca_topic_score_gemma":0.0006880363,"domain_scores_codex":[0.9986842,0.000602202,0.00007202463,0.00014297,0.000443561,0.00005498021],"domain_scores_gemma":[0.9978985,0.00128814,0.0001398016,0.0002608015,0.0003576305,0.00005519986],"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":[0.00009358217,0.00005459052,0.0003415499,0.0004067222,0.00002205091,0.0002841977,0.000364315,0.07380645,0.02258953,0.7907067,0.00430092,0.1070294],"study_design_scores_gemma":[0.00002570493,0.0001447582,0.0004737393,0.0001879731,0.00001396455,0.0006164971,0.0001140171,0.8141905,0.01631979,0.1334403,0.03438542,0.00008740753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001245482,0.0002029362,0.9948578,0.0002195545,0.00004537232,0.0000250186,0.0000287662,0.00004437701,0.00333057],"genre_scores_gemma":[0.05797044,0.00161086,0.9323396,0.0003573061,0.0002208331,0.0001945439,0.0001671294,0.0002409294,0.006898385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004962979,"threshold_uncertainty_score":0.01660281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594353476881328,"score_gpt":0.2784053285970552,"score_spread":0.262461793828242,"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."}}