{"id":"W7012986267","doi":"","title":"","year":2024,"lang":"pl","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Incentive; Biopsychosocial model; Work (physics); Conceptual model","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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.009022533,0.006782858,0.01002047,0.00936805,0.001449194,0.06549373,0.05380524,0.001606559,0.3608065],"category_scores_gemma":[0.002182481,0.007550859,0.002617565,0.006421146,0.004818108,0.0343692,0.04170265,0.004214831,0.4143194],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004268051,"about_ca_system_score_gemma":0.007984483,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03236978,"about_ca_topic_score_gemma":0.02198629,"domain_scores_codex":[0.9659805,0.004276291,0.009099159,0.01014836,0.00646075,0.004034885],"domain_scores_gemma":[0.9705281,0.001736829,0.01330945,0.009469935,0.002876591,0.002079122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007949511,0.006547431,0.03062708,0.02010009,0.03288289,0.001354613,0.004763999,0.0003039574,0.01797153,0.2191445,0.3076789,0.3506755],"study_design_scores_gemma":[0.005834837,0.0003549166,0.02571994,0.01615897,0.004460439,0.00007789549,0.0003988095,0.0002321831,0.00528367,0.009205218,0.9249837,0.007289419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007417411,0.003878744,0.0001639694,0.0008177782,0.01147259,0.02249711,0.0004202823,0.001752825,0.9515793],"genre_scores_gemma":[0.06752193,0.00107308,0.001641167,0.000900331,0.002149595,0.004055173,0.00559123,0.0140408,0.9030267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6173048,"threshold_uncertainty_score":0.9998508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398146034008946,"score_gpt":0.4612654550836234,"score_spread":0.3214508516827289,"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."}}