{"id":"W7117360035","doi":"10.5281/zenodo.18058748","title":"Market research and analysis for identifying new export opportunities for fruits from Pune district","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Maritime Ports and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operationalization; European union; Supply chain; Market penetration; Phytosanitary certification; Geopolitics; Market structure; Market research; International market","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002534935,0.0003661202,0.000586149,0.001316349,0.003549173,0.003004487,0.001107078,0.0002278173,0.01622647],"category_scores_gemma":[0.002321873,0.0004328346,0.0002138945,0.001786255,0.0003539573,0.0003619869,0.001560298,0.0005012509,0.0001116469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002949365,"about_ca_system_score_gemma":0.00003553487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000216122,"about_ca_topic_score_gemma":0.000006657686,"domain_scores_codex":[0.9964018,0.0002896765,0.0008300902,0.0009126319,0.0005968914,0.0009689262],"domain_scores_gemma":[0.9965031,0.0005232178,0.0001580185,0.0008198654,0.001511205,0.0004846272],"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":[0.0002854138,0.0001613162,0.00007693806,0.0009367273,0.001686867,0.00003168184,0.0008593099,0.0002311452,0.0002999296,0.01249369,0.7335182,0.2494187],"study_design_scores_gemma":[0.001048582,0.0002415584,0.003615624,0.000155021,0.000628777,0.00000660997,0.001673498,0.02441538,0.0001963101,0.003504419,0.9641098,0.0004044673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004734721,0.002903606,0.809576,0.002851464,0.0006941994,0.003137287,0.008648202,0.0009088789,0.1665457],"genre_scores_gemma":[0.8576072,0.004937372,0.00622781,0.0001746483,0.001105556,0.000002388075,0.02128441,0.003438258,0.1052224],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8528725,"threshold_uncertainty_score":0.9998124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1622388860988899,"score_gpt":0.3033774834573615,"score_spread":0.1411385973584716,"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."}}