{"id":"W4241438408","doi":"10.14322/publons.r2252333","title":"10.14322/publons.r2252333","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Middle East; Political science; History; Archaeology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009567448,0.0003259737,0.0004475715,0.0002340361,0.0004888258,0.000237927,0.001364479,0.0004981086,0.9981918],"category_scores_gemma":[0.0002704865,0.0003783687,0.0001200453,0.0002716765,0.000223101,0.0001536052,0.0001640846,0.00035546,0.9968863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005303037,"about_ca_system_score_gemma":0.0007888768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352551,"about_ca_topic_score_gemma":0.00002820041,"domain_scores_codex":[0.9976237,0.0002315906,0.0003937481,0.0005458579,0.0005047367,0.0007003638],"domain_scores_gemma":[0.9985487,0.0002539675,0.0001511437,0.0006069302,0.00005915709,0.0003801082],"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":[0.00001342708,0.0000375803,4.677271e-8,0.000007978487,0.00004560725,0.000007729083,0.000121257,0.000001195915,4.147547e-8,0.000001163272,0.9342923,0.06547164],"study_design_scores_gemma":[0.0001230508,0.00002880699,0.000002559754,0.00003465268,0.0000390017,9.332562e-7,0.00001896404,2.256591e-7,2.844792e-7,0.00002333668,0.9992442,0.0004840601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.696073e-7,0.00003321242,1.390782e-8,0.0005124975,0.00003783525,0.0002990604,0.467606,0.00009175463,0.5314187],"genre_scores_gemma":[7.91775e-9,0.000008841293,0.00006292285,0.0002144991,0.0005099438,0.0000541947,0.4245244,0.00001860669,0.5746066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06498758,"threshold_uncertainty_score":0.9998668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055848877837701,"score_gpt":0.2399429165579253,"score_spread":0.2293844277795483,"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."}}