{"id":"W7161683303","doi":"10.3138/cjfms-2024-0051","title":"An Octopus Takes a Turn with the Camera: Spontaneous Animal Videos as Multispecies Collaborations","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Film and Media Studies","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newfoundland and Labrador Centre for Applied Health Research; Community Sector Council Newfoundland and Labrador","funders":"","keywords":"octopus (software); Politics; Resistance (ecology); Solidarity; Space (punctuation); Variety (cybernetics); Disgust; Filmmaking","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000278109,0.0001126344,0.0002191869,0.0003143494,0.001771107,0.0002164245,0.0002238271,0.00004296926,0.00008930401],"category_scores_gemma":[0.001026687,0.0000743496,0.00004843861,0.0004499773,0.001293801,0.000283529,0.000007453149,0.0002115347,0.000002504572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059814,"about_ca_system_score_gemma":0.001365352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02495077,"about_ca_topic_score_gemma":0.9777092,"domain_scores_codex":[0.9991079,0.0001115168,0.0002012149,0.0001102982,0.0001941798,0.0002748635],"domain_scores_gemma":[0.9981189,0.0004771309,0.0001352196,0.00009507802,0.0008447469,0.0003289559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002677239,0.00008240679,0.03082971,0.00003209914,0.001439499,0.002865775,0.687724,0.00006780311,0.0004849533,0.0583435,0.2148435,0.00301905],"study_design_scores_gemma":[0.0002526235,0.000331311,0.03599719,0.00008841043,0.0001466919,0.0001783571,0.7815522,0.000002512699,0.00002159044,0.0003287195,0.1809863,0.0001140798],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528207,0.01034743,0.000001388674,0.02908419,0.0007223622,0.0001737437,0.00004175742,0.000009996024,0.006798498],"genre_scores_gemma":[0.9968708,0.0009329034,0.0001682215,0.0005923164,0.000265704,0.000009208282,9.087646e-7,0.000005292894,0.001154652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9527584,"threshold_uncertainty_score":0.9995285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320944402650318,"score_gpt":0.3151196195157253,"score_spread":0.291910175489222,"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."}}