{"id":"W4243147868","doi":"10.5623/cig2012-047","title":"New Products","year":2012,"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":[0.0002368538,0.00007984252,0.0000904931,0.00003963559,0.00003767675,0.00001745497,0.0001120791,0.00002440804,0.001565222],"category_scores_gemma":[0.0002985113,0.00006848863,0.00001858523,0.0002271965,0.00001779487,0.0002306079,0.00004368771,0.00004831827,0.1342372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002653004,"about_ca_system_score_gemma":0.0000423791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001691818,"about_ca_topic_score_gemma":9.00431e-7,"domain_scores_codex":[0.9991847,0.00002628909,0.0001127464,0.00009366874,0.0001880581,0.0003945414],"domain_scores_gemma":[0.9993421,0.00002280256,0.00003738359,0.0003812633,0.00002570834,0.0001907039],"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":[0.000007330042,0.0001054948,0.005054882,0.00004260713,0.00002661608,0.000001214053,0.001805811,0.000001375709,0.0177046,0.00861578,0.957809,0.008825282],"study_design_scores_gemma":[0.0007255316,0.0000456167,0.168408,0.00005097866,0.00009771834,0.0000869229,0.0001664744,0.00009056755,0.05103509,0.008058375,0.7706775,0.0005571667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7326741,0.001010048,0.001209361,0.00280554,0.001082742,0.0006949176,0.00001376881,0.001147723,0.2593618],"genre_scores_gemma":[0.9518406,4.939258e-7,0.03743968,0.00009344703,0.0008529921,0.000007573414,0.000006900792,0.00005024042,0.009708101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2496537,"threshold_uncertainty_score":0.9993475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02282294542516755,"score_gpt":0.2522460445383592,"score_spread":0.2294230991131917,"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."}}