{"id":"W1839553063","doi":"","title":"ComDev in the Margins","year":2015,"lang":"en","type":"article","venue":"Malmö University Publications (Malmö University)","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001569828,0.0007509889,0.0004273095,0.001307868,0.002170539,0.01703107,0.001134294,0.004790707,0.2491772],"category_scores_gemma":[0.006572859,0.0002578104,0.0004144311,0.001241529,0.001820774,0.007364076,0.005036699,0.003960712,0.1721601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939792,"about_ca_system_score_gemma":0.002920106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006236376,"about_ca_topic_score_gemma":0.0007886119,"domain_scores_codex":[0.9985391,0.0002326247,0.00009000028,0.0003115532,0.000610435,0.0002163958],"domain_scores_gemma":[0.9974225,0.0004017217,0.0001735308,0.0003680823,0.0007255768,0.0009086939],"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":[0.00003504755,0.00002336795,0.0002570837,0.0002154668,0.000003742515,0.0002353041,0.0002905314,0.0001027885,0.0004562155,0.09182847,0.8223655,0.08418658],"study_design_scores_gemma":[8.424641e-7,0.000003263085,0.0000419602,0.00004459617,3.380464e-7,0.0000446251,0.00004828254,0.00001294372,0.00005178188,0.001379409,0.9983705,0.000001406697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001526126,0.01481056,0.002018311,0.06693637,0.08294819,0.00004711327,0.0007339175,0.001400986,0.8295785],"genre_scores_gemma":[0.01487361,0.006941829,0.001021301,0.01614964,0.01101962,0.00007136754,0.0007590608,0.0008398769,0.9483237],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2491772,"threshold_uncertainty_score":0.8335809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08306963095617796,"score_gpt":0.2629720909200519,"score_spread":0.1799024599638739,"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."}}