{"id":"W4381093556","doi":"10.32920/ifmj.v3i2.1729","title":"Collaboration & Co-Creative Media Making in Precarious Times","year":2023,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affordance; Context (archaeology); Sociology; Craft; Interdependence; Digital media; Argument (complex analysis); Social media; Public relations; Psychology; Political science; Social science; History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00488634,0.0007206502,0.0004012002,0.003162678,0.01463946,0.02248286,0.001673212,0.004418294,0.01771788],"category_scores_gemma":[0.008708519,0.0002655689,0.000599783,0.004034246,0.02724126,0.01863618,0.02068401,0.003158842,0.003006925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003424084,"about_ca_system_score_gemma":0.003968257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00168267,"about_ca_topic_score_gemma":0.002381197,"domain_scores_codex":[0.9921104,0.00443892,0.0002606725,0.0008787561,0.001263863,0.001047412],"domain_scores_gemma":[0.9926731,0.003726349,0.0008619184,0.0009885671,0.0004121478,0.001337853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005628132,0.00004147245,0.0007726812,0.0002743475,0.00001467896,0.001237206,0.1512492,0.0002929838,0.0005090006,0.7916234,0.01213291,0.04179586],"study_design_scores_gemma":[0.00002190405,0.00003693171,0.0008087675,0.0004070066,0.00001180261,0.001082211,0.1040885,0.0005643669,0.0006920448,0.296733,0.5955213,0.00003220673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07367841,0.01283618,0.02379619,0.03135732,0.001464087,0.0001460005,0.0001077803,0.0001957325,0.8564183],"genre_scores_gemma":[0.9275117,0.006321286,0.007858626,0.001581052,0.0007373194,0.0002299866,0.00006696492,0.0001397699,0.05555321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02248286,"threshold_uncertainty_score":0.05927217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03391366929126977,"score_gpt":0.3752499124703968,"score_spread":0.341336243179127,"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."}}