{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005818884,0.001109434,0.0006597586,0.002362456,0.0009239281,0.003373894,0.00133377,0.001195589,0.5956747],"category_scores_gemma":[0.001009542,0.00045234,0.0006154053,0.001918216,0.0004396269,0.003268451,0.002167466,0.001394305,0.4405173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005306203,"about_ca_system_score_gemma":0.0008825521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382157,"about_ca_topic_score_gemma":0.002747362,"domain_scores_codex":[0.9995356,0.00002558685,0.00001305588,0.00007859671,0.0002997175,0.00004745894],"domain_scores_gemma":[0.9992507,0.00004946167,0.00003129562,0.0002217374,0.0002710089,0.0001757136],"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":[0.0001156926,0.0001095776,0.0003135107,0.0003053876,0.000009897633,0.00007885172,0.0001131159,0.0001385243,0.005589385,0.01071054,0.6462396,0.3362759],"study_design_scores_gemma":[0.000008925972,0.0000186623,0.0002910044,0.000021265,0.000004087442,0.00006031232,0.00002138564,0.00009933517,0.0008277469,0.001168777,0.9974738,0.00000464253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002346503,0.002344242,0.008364014,0.00130201,0.002064104,0.0001565445,0.004549101,0.006176467,0.972697],"genre_scores_gemma":[0.004336921,0.001671579,0.00337609,0.0002531392,0.0004136705,0.0000484482,0.004314546,0.001116023,0.9844695],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5956747,"threshold_uncertainty_score":0.576721,"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."}}