{"id":"W4235291471","doi":"10.5623/cig2013-044","title":"New Products","year":2013,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008249234,0.00008400704,0.00009669037,0.0000426275,0.00003645813,0.00005943666,0.0001541328,0.00002436985,0.007501827],"category_scores_gemma":[0.0002666279,0.000069896,0.00001826897,0.0002295489,0.00002197193,0.0001971724,0.00004566842,0.0000491894,0.4034167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002091594,"about_ca_system_score_gemma":0.00005932997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001800518,"about_ca_topic_score_gemma":0.00000274818,"domain_scores_codex":[0.9992505,0.00002113128,0.0001315041,0.0001537271,0.0001839073,0.0002592143],"domain_scores_gemma":[0.9993076,0.00002251455,0.0000383492,0.0004394739,0.00006671414,0.0001253709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001088825,0.00002210287,0.0002215634,0.00001924501,0.00001168047,0.000001199809,0.0002828947,0.000002070616,0.0203337,0.001269068,0.9683126,0.009522834],"study_design_scores_gemma":[0.002078527,0.0002068899,0.2864124,0.0001651177,0.0001186789,0.0001177838,0.000420149,0.002969798,0.07719319,0.2097327,0.4191582,0.001426468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7932255,0.0001416954,0.0006596245,0.008664276,0.0003260858,0.001261988,0.000005753001,0.001043057,0.194672],"genre_scores_gemma":[0.8834387,7.064294e-7,0.07624414,0.0002575156,0.0004161755,0.00005571834,0.00001057606,0.00008528042,0.03949118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5491543,"threshold_uncertainty_score":0.9934055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135501630752113,"score_gpt":0.2135187212717461,"score_spread":0.202163704964225,"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."}}