{"id":"W4404894821","doi":"10.2118/223062-ms","title":"The Evolution of the Design, Evaluation, Implementation and Monitoring of Standalone Screens","year":2024,"lang":"en","type":"article","venue":"","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Computer science","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":[0.01208723,0.001059189,0.0005365466,0.001896125,0.0005101045,0.004895237,0.002595084,0.001099527,0.003389658],"category_scores_gemma":[0.02002427,0.000603985,0.0004374687,0.0007696269,0.001510685,0.003476582,0.001803428,0.0007670146,0.001109721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401805,"about_ca_system_score_gemma":0.002600735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004132516,"about_ca_topic_score_gemma":0.003270805,"domain_scores_codex":[0.9859534,0.004230926,0.0006819794,0.00124793,0.007313829,0.0005720035],"domain_scores_gemma":[0.9739769,0.006485937,0.001929163,0.004764298,0.01165021,0.001193511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001029333,0.0006011652,0.01694013,0.001804721,0.0002288847,0.0008513189,0.002521295,0.02908539,0.09625805,0.03052754,0.009262852,0.8108892],"study_design_scores_gemma":[0.0003474976,0.007397183,0.0723059,0.002643043,0.0007229201,0.002373439,0.004127771,0.1468681,0.3617142,0.01692908,0.3839254,0.0006455393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3665719,0.004560636,0.560547,0.00261983,0.0005127428,0.002081699,0.0009482216,0.01320608,0.04895189],"genre_scores_gemma":[0.7351489,0.001425937,0.2445693,0.0004981256,0.00009004654,0.0005535201,0.0008254035,0.001102063,0.01578678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01208723,"threshold_uncertainty_score":0.06392413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04553260594140445,"score_gpt":0.2945956720179913,"score_spread":0.2490630660765868,"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."}}