{"id":"W4224281218","doi":"10.12681/eadd/51337","title":"Ανάπτυξη συστήματος προσομοίωσης υδατικών πόρων αγροτικών λεκανών απορροής υπό συνθήκες κλιματικής μεταβλητότητας και αλλαγής","year":2022,"lang":"el","type":"dissertation","venue":"","topic":"Process Optimization and Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0009457518,0.002342724,0.002010227,0.001578423,0.001653374,0.001219818,0.001945287,0.001664523,0.0554006],"category_scores_gemma":[0.0006190166,0.002526869,0.0009726582,0.002524994,0.0001720626,0.001639836,0.0003135884,0.003099055,0.002655269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001508573,"about_ca_system_score_gemma":0.00102151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399979,"about_ca_topic_score_gemma":0.001584655,"domain_scores_codex":[0.9907001,0.0002483396,0.002844654,0.002189541,0.002194258,0.001823168],"domain_scores_gemma":[0.9951281,0.0003255295,0.0009836162,0.001789748,0.001056632,0.0007163574],"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":[0.001545751,0.00320223,0.001475104,0.009631803,0.004295126,0.0002459362,0.0319857,0.2594146,0.01265231,0.09827217,0.476467,0.1008122],"study_design_scores_gemma":[0.005573594,0.001090106,0.004591099,0.00123277,0.00150489,0.0001247513,0.02689346,0.2945359,0.01472437,0.001941159,0.6390047,0.008783181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02362934,0.01088071,0.04023002,0.001665812,0.02451485,0.00565879,0.00154759,0.006532873,0.88534],"genre_scores_gemma":[0.6587897,0.007969351,0.008026213,0.001757743,0.001549649,0.002284639,0.03350674,0.001679331,0.2844366],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6351603,"threshold_uncertainty_score":0.999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005314922716463884,"score_gpt":0.238501208410923,"score_spread":0.2331862856944591,"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."}}