{"id":"W7043948307","doi":"","title":"Understanding 3D Laser Scanners: Opportunities and Challenges","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laser; Focus (optics); Work (physics); Context (archaeology); Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004532227,0.0005637261,0.0008842566,0.00113281,0.001336812,0.006015397,0.001579032,0.003598741,0.01213718],"category_scores_gemma":[0.009848707,0.001027592,0.0007257339,0.002115652,0.002420224,0.01424639,0.002128753,0.001932854,0.00354509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009167957,"about_ca_system_score_gemma":0.002300572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006285266,"about_ca_topic_score_gemma":0.009385458,"domain_scores_codex":[0.9985231,0.0003689667,0.00006085423,0.0002483633,0.0006941555,0.0001046329],"domain_scores_gemma":[0.9922105,0.004055007,0.0003261073,0.001021624,0.002184952,0.0002017938],"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":[0.00008224354,0.00007279748,0.01272809,0.0009812545,0.0000588943,0.0003659494,0.001792721,0.02392134,0.0219851,0.1575378,0.03814509,0.7423287],"study_design_scores_gemma":[0.00002222315,0.00006495359,0.009034752,0.0004816321,0.00004932402,0.001680683,0.004838417,0.1485959,0.01518013,0.4950669,0.3248383,0.0001466951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.02321159,0.009706935,0.9003213,0.02536408,0.0006010294,0.0001098849,0.001391066,0.001609461,0.0376846],"genre_scores_gemma":[0.2748781,0.01941042,0.6832263,0.00194471,0.000603491,0.0001756296,0.002117195,0.0006691309,0.01697489],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01213718,"threshold_uncertainty_score":0.04060292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2751713021295301,"score_gpt":0.2414465790727484,"score_spread":0.03372472305678165,"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."}}