{"id":"W7054762619","doi":"","title":"Addressing Deficits: How Crowdfunded Journalists Find Success&#13;\\nin a Restructuring Media Industry","year":2020,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Restructuring; Appeal; Journalism; Real estate; Face (sociological concept); Financial crisis; Workaround; Business model; Value (mathematics); Status quo; Social media","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002970762,0.0005364495,0.0005860538,0.001269804,0.0009690436,0.0008186916,0.001296731,0.001152354,0.0001013886],"category_scores_gemma":[0.0001548284,0.0006415624,0.000243456,0.001946924,0.0002045244,0.0005974552,0.0001491614,0.005021617,0.00003429685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019707,"about_ca_system_score_gemma":0.000899839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997535,"about_ca_topic_score_gemma":0.007068899,"domain_scores_codex":[0.9963481,0.0003646871,0.0003816318,0.000812012,0.001071671,0.001021853],"domain_scores_gemma":[0.9977256,0.0003583226,0.0001995037,0.0006998064,0.0002649093,0.0007518379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002666276,0.0004484127,0.05292859,0.007718003,0.00388632,0.02527855,0.01265612,0.005351883,0.7281288,0.01713282,0.1363042,0.007500025],"study_design_scores_gemma":[0.003676514,0.0003383208,0.2386673,0.002881111,0.0006316474,0.0002874648,0.01538244,0.005366826,0.6069899,0.002599315,0.1191367,0.004042499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9046525,0.00049788,0.0001056859,0.0006111367,0.001044303,0.0005368002,0.00007773412,0.0005104442,0.09196355],"genre_scores_gemma":[0.9771016,0.0002615478,0.00006181407,0.000006214073,0.0009506234,0.00001169562,0.0003151969,0.0001570897,0.02113422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1857387,"threshold_uncertainty_score":0.9996036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05625980677223402,"score_gpt":0.2839855727378635,"score_spread":0.2277257659656295,"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."}}