{"id":"W2227929821","doi":"10.69645/pjkj7982","title":"Creativity in magazines and working with publishers","year":2009,"lang":"en","type":"article","venue":"The business & management collection.","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Creativity; Sociology; Media studies; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003538277,0.00009078126,0.0001041012,0.0001522565,0.0002391091,0.0006519664,0.0001323076,0.0000298661,0.00003511599],"category_scores_gemma":[0.00002395511,0.00006508168,0.00001504581,0.002113078,0.0001373636,0.0005663158,0.00003240664,0.00006213522,0.000004312807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008164204,"about_ca_system_score_gemma":0.00003974509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004171705,"about_ca_topic_score_gemma":0.0111737,"domain_scores_codex":[0.9991713,0.00004764924,0.0001006682,0.0001905208,0.0002560331,0.0002338222],"domain_scores_gemma":[0.9996887,0.00004209874,0.00004781623,0.0001126394,0.00006255673,0.00004612619],"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":[0.0001166218,0.0002036313,0.02858736,0.00002397739,0.00004032141,0.00003527505,0.004237025,0.0001941615,0.000002215468,0.01094478,0.01793964,0.937675],"study_design_scores_gemma":[0.0003429311,0.00001676563,0.4307277,0.00004280447,0.00001601252,0.000001004023,0.00263571,0.00003950292,2.691626e-7,0.0009816001,0.5650969,0.00009887476],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05514823,0.0001053885,0.000396385,0.0061219,0.0002552177,0.0005105985,2.153017e-7,0.00008063496,0.9373814],"genre_scores_gemma":[0.888476,0.0001474573,0.0001744473,0.0003733354,0.00009657417,0.00003147573,0.000001206973,0.000005771086,0.1106937],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9375761,"threshold_uncertainty_score":0.6286927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922466815994308,"score_gpt":0.2466773776873512,"score_spread":0.2274527095274081,"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."}}